R Notebook
#Installing packages#
#install.packages("parallel")Add a new chunk by clicking the Insert Chunk button on the toolbar or by pressing Ctrl+Alt+I.
library(MASS)
library(Matrix)
library(glmnet)Loaded glmnet 4.1-2library(Rcpp)
library(VSURF)
library(stats)
library(parallel)#Import auxiliary functions
source("auxiliary_functions.R", local=FALSE)set.seed(456)When you save the notebook, an HTML file containing the code and output will be saved alongside it (click the Preview button or press Ctrl+Shift+K to preview the HTML file).
The preview shows you a rendered HTML copy of the contents of the editor. Consequently, unlike Knit, Preview does not run any R code chunks. Instead, the output of the chunk when it was last run in the editor is displayed.
beta = beta_1(p=100,s=5)
df <- simulate(n=100, p=100, rho=0.5, beta=beta, SNR = 1)$df
x <- data.matrix(df[,-1]) #explan var, glmnet can't use dataframe
y <- data.matrix(df[,1]) #dependent var, glmnet can't use dataframe
cv.out = cv.glmnet(x, y, alpha = 1, intercept=FALSE) # Fit lasso model on training data
plot(cv.out) # Draw plot of training MSE as a function of lambda
lam = cv.out$lambda.1se # Select more conservative lambda for variable selection
lasso_coef = predict(cv.out, type = "coefficients", s = lam) # Display coefficients using lambda chosen by CV
beta = beta_2(p=50,s=5)
df <- simulate(n=100, p=50, rho=0.5, beta=beta, SNR = 1)$df
result = RF_VSURF(data=df, beta=beta)Thresholding step
Estimated computational time (on one core): 53 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and 40.5 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
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|============================================================================================================================================================================================================| 100%RF_VSURF <- function(data, #data frame - dependent variable first
beta #true coefficients
){
#--------------------------
# Uses VSURF prediction under parallelization and
# returns number of correctly identified significant variables.
# Mytree and ntree are set to default
# -------------------------
x <- data.matrix(data[,-1]) #explan var, glmnet can't use dataframe
y <- data.matrix(data[,1]) #dependent var, glmnet can't use dataframe
defaultW <- getOption("warn") #Turn off warning messages
options(warn = -1)
#Variable Selection using Random Forest
model.vsurf <- VSURF(x=x, y=y, parallel = TRUE , ncores= 4)
options(warn = defaultW) #re-enable warning messages
#---------------------
# Retention Frequency
#---------------------
#Create boolian vector of selected coefficients
loc = model.vsurf$varselect.pred # location of significant coefficients
estim_var = rep(0, length(beta)) #create zero vector of correct length
estim_var[loc] = 1 #populate zero vector
retention = var_retention(estim_var, beta) #counts only significant variables
identification = var_identification(estim_var, beta) #counts all vars
#---------------------
# OOB error
#---------------------
OOB_error = min(model.vsurf$err.pred) # VSURF returns a vector, final element is (minimal) OOB error and includes all !prediction! variables
result = list("retention" = retention, "identification" = identification, "OOB_error" = OOB_error)
return(result)
}
cv.lasso_2 <- function(data, #data frame - dependent variable first
beta # true coefficients
){
#--------------------------
# Uses 10 fold CV and uses 1 SE lambda
# as conservative estimate for variable selection
# -------------------------
x <- data.matrix(data[,-1]) #explan var, glmnet can't use dataframe
y <- data.matrix(data[,1]) #dependent var, glmnet can't use dataframe
cv.out = cv.glmnet(x, y, alpha = 1, intercept=FALSE) # Fit lasso model on training data
#lam = cv.out$lambda.1se # Select more conservative lambda for variable selection
lam = cv.out$lambda.min
#---------------------
# Retention Frequency
#---------------------
lasso_coef = predict(cv.out, type = "coefficients", s = lam) # Display coefficients using lambda chosen by CV
retention = var_retention(lasso_coef, beta) #counts significant vars
identification = var_identification(lasso_coef, beta) #counts all vars
#---------------------
# MSE
#---------------------
mse <- cv.out$cvm[cv.out$lambda == cv.out$lambda.1se]
results = list("retention" = retention, "identification" =identification, "mse" = mse)
return(results)
}#--------------------------------
# Simulation 1
#--------------------------------
start_time <- Sys.time()
# Number of simulations
n_sim = 30
# Signal-to-noise ratios
snr.vec = exp(seq(log(0.05),log(6),length=10))
#beta vector
beta = beta_1(p=50,s=5)
#containers to store results
retention_lasso = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
retention_lasso2 = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
retention_RF = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
identification_lasso = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
identification_lasso2 = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
identification_RF = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
prediction_lasso = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
prediction_lasso2 = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
prediction_RF = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
#Simulation
for (j in 1:length(snr.vec)){
SNR = snr.vec[j]
for (i in 1:n_sim){
df <- simulate(n=100, p=50, rho=0.5, beta=beta, SNR = SNR)$df
res_lasso = cv.lasso(data=df, beta=beta)
retention_lasso[i, j] = res_lasso$retention
identification_lasso[i, j] = res_lasso$identification
prediction_lasso[i, j] = res_lasso$mse
res_lasso2 = cv.lasso_2(data=df, beta=beta)
retention_lasso2[i, j] = res_lasso2$retention
identification_lasso2[i, j] = res_lasso2$identification
prediction_lasso2[i, j] = res_lasso2$mse
res_RF = RF_VSURF(data=df, beta=beta)
retention_RF[i, j] = res_RF$retention
identification_RF[i, j] = res_RF$identification
prediction_RF[i, j] = res_RF$OOB_error
}
}Thresholding step
Estimated computational time (on one core): 57 sec.
Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and 13.5 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
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|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.
Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and 24 sec.
Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 19.2 sec.
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|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.
Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and 15 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
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|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 36 sec.
Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 15.7 sec.
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|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.
Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and 24 sec.
Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.2 sec.
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|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.
Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and 17.5 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.
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|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54.5 sec.
Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and 24 sec.
Prediction step (on 1 variables)
Maximum estimated computational time (on one core): 0.7 sec.
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|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 14 sec. and 28 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
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|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and 13.8 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.
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|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 14 sec. and 24.5 sec.
Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.
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|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.
Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and 16.5 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
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|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and 30 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
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|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and 19.2 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.
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|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54.5 sec.
Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and 13.5 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 10.5 sec.
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|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.
Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and 10 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.
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|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.
Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and 16.5 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.
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|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and 10 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.
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|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and 37.5 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
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|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.
Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and 9 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
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|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.
Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and 8 sec.
Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.
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|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 14 sec. and 21 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.
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|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.
Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and 15 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.
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|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and 40.5 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
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|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and 34 sec.
Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.
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|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and 57.8 sec.
Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 24 sec.
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|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and 26.2 sec.
Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.
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|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 56 sec.
Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and 24 sec.
Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.
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|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.
Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and 9 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
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|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.
Interpretation step (on 6 variables)
Estimated computational time (on one core): between 4.5 sec. and 6 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
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|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.
Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and 55 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
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|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.
Interpretation step (on 7 variables)
Estimated computational time (on one core): between 5.2 sec. and 8.8 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.
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|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.
Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and 16.5 sec.
Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 2.5 sec.
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|====================================================================================================== | 50%
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|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and 26.2 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
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|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and 10 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.
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|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.
Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and 15.7 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
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|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and 19.2 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
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|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 6 variables)
Estimated computational time (on one core): between 4.5 sec. and 7.5 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.
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|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 32 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 56.5 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 16 sec. and 36 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 9 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 55.5 sec.
Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and 16.5 sec.
Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.
|
| | 0%
|
|=================================================== | 25%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================================== | 75%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.
Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and 24 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and 21 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.
Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and 24 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and 26 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.
Interpretation step (on 9 variables)
Estimated computational time (on one core): between 9 sec. and 13.5 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.
Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and 16.5 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 28 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 12 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and 22.7 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 56 sec.
Interpretation step (on 11 variables)
Estimated computational time (on one core): between 13.7 sec. and 22 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 55.5 sec.
Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and 18 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 10.5 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and 21 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 32 sec.
Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 20 sec.
|
| | 0%
|
|==================== | 10%
|
|========================================= | 20%
|
|============================================================= | 30%
|
|================================================================================= | 40%
|
|====================================================================================================== | 50%
|
|========================================================================================================================== | 60%
|
|============================================================================================================================================== | 70%
|
|================================================================================================================================================================== | 80%
|
|======================================================================================================================================================================================= | 90%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and 45 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.
Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.8 sec. and 13.5 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and 45 sec.
Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.
|
| | 0%
|
|======================= | 11%
|
|============================================= | 22%
|
|==================================================================== | 33%
|
|========================================================================================== | 44%
|
|================================================================================================================= | 56%
|
|======================================================================================================================================= | 67%
|
|============================================================================================================================================================== | 78%
|
|==================================================================================================================================================================================== | 89%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and 15 sec.
Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 3 sec.
|
| | 0%
|
|==================================================================== | 33%
|
|======================================================================================================================================= | 67%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 55 sec.
Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and 13.5 sec.
Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.
|
| | 0%
|
|==================================================================== | 33%
|
|======================================================================================================================================= | 67%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 12 variables)
Estimated computational time (on one core): between 15 sec. and 21 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 8 variables)
Estimated computational time (on one core): between 8 sec. and 8 sec.
Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.
|
| | 0%
|
|==================================================================== | 33%
|
|======================================================================================================================================= | 67%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 57.5 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 19.5 sec. and 22.7 sec.
Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.
|
| | 0%
|
|=================================================== | 25%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================================== | 75%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 10 variables)
Estimated computational time (on one core): between 10 sec. and 12.5 sec.
Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.
|
| | 0%
|
|=================================================== | 25%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================================== | 75%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and 40.5 sec.
Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.
|
| | 0%
|
|==================== | 10%
|
|========================================= | 20%
|
|============================================================= | 30%
|
|================================================================================= | 40%
|
|====================================================================================================== | 50%
|
|========================================================================================================================== | 60%
|
|============================================================================================================================================== | 70%
|
|================================================================================================================================================================== | 80%
|
|======================================================================================================================================================================================= | 90%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.
Interpretation step (on 10 variables)
Estimated computational time (on one core): between 12.5 sec. and 15 sec.
Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.
|
| | 0%
|
|==================================================================== | 33%
|
|======================================================================================================================================= | 67%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and 13.5 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.2 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 28 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and 26 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 21 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 24.5 sec.
Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 24 sec.
|
| | 0%
|
|================= | 8%
|
|================================== | 17%
|
|=================================================== | 25%
|
|==================================================================== | 33%
|
|===================================================================================== | 42%
|
|====================================================================================================== | 50%
|
|====================================================================================================================== | 58%
|
|======================================================================================================================================= | 67%
|
|======================================================================================================================================================== | 75%
|
|========================================================================================================================================================================= | 83%
|
|========================================================================================================================================================================================== | 92%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.
Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and 18 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.3 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.
Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and 13.8 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 12 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and 29.7 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 32 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.
Interpretation step (on 11 variables)
Estimated computational time (on one core): between 13.7 sec. and 16.5 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.
Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and 11 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and 30 sec.
Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 19.2 sec.
|
| | 0%
|
|================== | 9%
|
|===================================== | 18%
|
|======================================================= | 27%
|
|========================================================================== | 36%
|
|============================================================================================ | 45%
|
|=============================================================================================================== | 55%
|
|================================================================================================================================= | 64%
|
|==================================================================================================================================================== | 73%
|
|====================================================================================================================================================================== | 82%
|
|========================================================================================================================================================================================= | 91%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.
Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and 21 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and 34 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 12 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and 37.5 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and 30 sec.
Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.
|
| | 0%
|
|======================= | 11%
|
|============================================= | 22%
|
|==================================================================== | 33%
|
|========================================================================================== | 44%
|
|================================================================================================================= | 56%
|
|======================================================================================================================================= | 67%
|
|============================================================================================================================================================== | 78%
|
|==================================================================================================================================================================================== | 89%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.
Interpretation step (on 10 variables)
Estimated computational time (on one core): between 12.5 sec. and 15 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and 19.5 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 16.2 sec. and 26 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 16.2 sec. and 26 sec.
Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.
|
| | 0%
|
|==================== | 10%
|
|========================================= | 20%
|
|============================================================= | 30%
|
|================================================================================= | 40%
|
|====================================================================================================== | 50%
|
|========================================================================================================================== | 60%
|
|============================================================================================================================================== | 70%
|
|================================================================================================================================================================== | 80%
|
|======================================================================================================================================================================================= | 90%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.
Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and 18 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.2 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and 50 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 14 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and 19.5 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.
Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and 13.7 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 9 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and 22.7 sec.
Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 26 sec.
|
| | 0%Warning in min(model.vsurf$err.pred) :
no non-missing arguments to min; returning InfThresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and 24 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.
Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and 15 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and 40.5 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 36 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and 45 sec.
Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.
|
| | 0%
|
|=================================================== | 25%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================================== | 75%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 24.5 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and 29.7 sec.
Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.
|
| | 0%
|
|======================= | 11%
|
|============================================= | 22%
|
|==================================================================== | 33%
|
|========================================================================================== | 44%
|
|================================================================================================================= | 56%
|
|======================================================================================================================================= | 67%
|
|============================================================================================================================================================== | 78%
|
|==================================================================================================================================================================================== | 89%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and 18 sec.
Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.
|
| | 0%
|
|================== | 9%
|
|===================================== | 18%
|
|======================================================= | 27%
|
|========================================================================== | 36%
|
|============================================================================================ | 45%
|
|=============================================================================================================== | 55%
|
|================================================================================================================================= | 64%
|
|==================================================================================================================================================== | 73%
|
|====================================================================================================================================================================== | 82%
|
|========================================================================================================================================================================================= | 91%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 17.5 sec. and 21 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and 42.8 sec.
Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 19.2 sec.
|
| | 0%
|
|================== | 9%
|
|===================================== | 18%
|
|======================================================= | 27%
|
|========================================================================== | 36%
|
|============================================================================================ | 45%
|
|=============================================================================================================== | 55%
|
|================================================================================================================================= | 64%
|
|==================================================================================================================================================== | 73%
|
|====================================================================================================================================================================== | 82%
|
|========================================================================================================================================================================================= | 91%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 32 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and 38.3 sec.
Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.
|
| | 0%
|
|=================================================== | 25%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================================== | 75%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 21 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and 19.5 sec.
Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.
|
| | 0%
|
|==================== | 10%
|
|========================================= | 20%
|
|============================================================= | 30%
|
|================================================================================= | 40%
|
|====================================================================================================== | 50%
|
|========================================================================================================================== | 60%
|
|============================================================================================================================================== | 70%
|
|================================================================================================================================================================== | 80%
|
|======================================================================================================================================================================================= | 90%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and 18 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and 26 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 32 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and 19.2 sec.
Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.
|
| | 0%
|
|=================================================== | 25%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================================== | 75%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.
Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and 8 sec.
Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.
|
| | 0%
|
|=================================================== | 25%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================================== | 75%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and 26 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and 11.2 sec.
Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 2 sec.
|
| | 0%
|
|====================================================================================================== | 50%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 14 sec. and 28 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.
Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and 24 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and 19.5 sec.
Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 15.7 sec.
|
| | 0%
|
|======================= | 11%
|
|============================================= | 22%
|
|==================================================================== | 33%
|
|========================================================================================== | 44%
|
|================================================================================================================= | 56%
|
|======================================================================================================================================= | 67%
|
|============================================================================================================================================================== | 78%
|
|==================================================================================================================================================================================== | 89%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 32 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and 33.8 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 55.5 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and 26 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.
Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and 13.8 sec.
Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.
|
| | 0%
|
|==================== | 10%
|
|========================================= | 20%
|
|============================================================= | 30%
|
|================================================================================= | 40%
|
|====================================================================================================== | 50%
|
|========================================================================================================================== | 60%
|
|============================================================================================================================================== | 70%
|
|================================================================================================================================================================== | 80%
|
|======================================================================================================================================================================================= | 90%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.
Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and 60.5 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.
Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and 15 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and 38.3 sec.
Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.
|
| | 0%
|
|==================== | 10%
|
|========================================= | 20%
|
|============================================================= | 30%
|
|================================================================================= | 40%
|
|====================================================================================================== | 50%
|
|========================================================================================================================== | 60%
|
|============================================================================================================================================== | 70%
|
|================================================================================================================================================================== | 80%
|
|======================================================================================================================================================================================= | 90%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and 40.5 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and 57.8 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and 19.5 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and 26.2 sec.
Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.
|
| | 0%
|
|======================= | 11%
|
|============================================= | 22%
|
|==================================================================== | 33%
|
|========================================================================================== | 44%
|
|================================================================================================================= | 56%
|
|======================================================================================================================================= | 67%
|
|============================================================================================================================================================== | 78%
|
|==================================================================================================================================================================================== | 89%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and 30 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 10.5 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 14 sec. and 24.5 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 20 variables)
Estimated computational time (on one core): between 20 sec. and 45 sec.
Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.
|
| | 0%
|
|======================= | 11%
|
|============================================= | 22%
|
|==================================================================== | 33%
|
|========================================================================================== | 44%
|
|================================================================================================================= | 56%
|
|======================================================================================================================================= | 67%
|
|============================================================================================================================================================== | 78%
|
|==================================================================================================================================================================================== | 89%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 18 sec. and 49.5 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and 19.5 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.2 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and 22.7 sec.
Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 5 sec.
|
| | 0%
|
|=================================================== | 25%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================================== | 75%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 28 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and 30 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and 50 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and 30 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and 60.5 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 23 variables)
Estimated computational time (on one core): between 17.2 sec. and 51.7 sec.
Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 21 sec.
|
| | 0%
|
|================= | 8%
|
|================================== | 17%
|
|=================================================== | 25%
|
|==================================================================== | 33%
|
|===================================================================================== | 42%
|
|====================================================================================================== | 50%
|
|====================================================================================================================== | 58%
|
|======================================================================================================================================= | 67%
|
|======================================================================================================================================================== | 75%
|
|========================================================================================================================================================================= | 83%
|
|========================================================================================================================================================================================== | 92%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and 30 sec.
Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.3 sec.
|
| | 0%
|
|======================= | 11%
|
|============================================= | 22%
|
|==================================================================== | 33%
|
|========================================================================================== | 44%
|
|================================================================================================================= | 56%
|
|======================================================================================================================================= | 67%
|
|============================================================================================================================================================== | 78%
|
|==================================================================================================================================================================================== | 89%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and 37.5 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and 30 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 10.5 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.
Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and 19.2 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 21 sec.
Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.
|
| | 0%
|
|=================================================== | 25%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================================== | 75%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 21 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 22 variables)
Estimated computational time (on one core): between 27.5 sec. and 60.5 sec.
Prediction step (on 17 variables)
Maximum estimated computational time (on one core): 29.7 sec.
|
| | 0%
|
|============ | 6%
|
|======================== | 12%
|
|==================================== | 18%
|
|================================================ | 24%
|
|============================================================ | 29%
|
|======================================================================== | 35%
|
|==================================================================================== | 41%
|
|================================================================================================ | 47%
|
|=========================================================================================================== | 53%
|
|======================================================================================================================= | 59%
|
|=================================================================================================================================== | 65%
|
|=============================================================================================================================================== | 71%
|
|=========================================================================================================================================================== | 76%
|
|======================================================================================================================================================================= | 82%
|
|=================================================================================================================================================================================== | 88%
|
|=============================================================================================================================================================================================== | 94%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.
Interpretation step (on 23 variables)
Estimated computational time (on one core): between 17.2 sec. and 63.3 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and 42.5 sec.
Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.
|
| | 0%
|
|=================================================== | 25%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================================== | 75%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and 21 sec.
Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.
|
| | 0%
|
|=================================================== | 25%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================================== | 75%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.
Interpretation step (on 23 variables)
Estimated computational time (on one core): between 17.2 sec. and 63.3 sec.
Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.
|
| | 0%
|
|==================== | 10%
|
|========================================= | 20%
|
|============================================================= | 30%
|
|================================================================================= | 40%
|
|====================================================================================================== | 50%
|
|========================================================================================================================== | 60%
|
|============================================================================================================================================== | 70%
|
|================================================================================================================================================================== | 80%
|
|======================================================================================================================================================================================= | 90%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and 18 sec.
Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.
|
| | 0%
|
|=================================================== | 25%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================================== | 75%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 21 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 32 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.
Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and 24 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and 40.5 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 32 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.
Interpretation step (on 24 variables)
Estimated computational time (on one core): between 18 sec. and 72 sec.
Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.
|
| | 0%
|
|==================== | 10%
|
|========================================= | 20%
|
|============================================================= | 30%
|
|================================================================================= | 40%
|
|====================================================================================================== | 50%
|
|========================================================================================================================== | 60%
|
|============================================================================================================================================== | 70%
|
|================================================================================================================================================================== | 80%
|
|======================================================================================================================================================================================= | 90%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 17.5 sec. and 21 sec.
Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.
|
| | 0%
|
|==================== | 10%
|
|========================================= | 20%
|
|============================================================= | 30%
|
|================================================================================= | 40%
|
|====================================================================================================== | 50%
|
|========================================================================================================================== | 60%
|
|============================================================================================================================================== | 70%
|
|================================================================================================================================================================== | 80%
|
|======================================================================================================================================================================================= | 90%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.
Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and 57.8 sec.
Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 11 sec.
|
| | 0%
|
|================== | 9%
|
|===================================== | 18%
|
|======================================================= | 27%
|
|========================================================================== | 36%
|
|============================================================================================ | 45%
|
|=============================================================================================================== | 55%
|
|================================================================================================================================= | 64%
|
|==================================================================================================================================================== | 73%
|
|====================================================================================================================================================================== | 82%
|
|========================================================================================================================================================================================= | 91%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 21 variables)
Estimated computational time (on one core): between 21 sec. and 57.8 sec.
Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.
|
| | 0%
|
|==================== | 10%
|
|========================================= | 20%
|
|============================================================= | 30%
|
|================================================================================= | 40%
|
|====================================================================================================== | 50%
|
|========================================================================================================================== | 60%
|
|============================================================================================================================================== | 70%
|
|================================================================================================================================================================== | 80%
|
|======================================================================================================================================================================================= | 90%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 24 variables)
Estimated computational time (on one core): between 18 sec. and 66 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and 49.5 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.
Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and 19.2 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 12 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and 45 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 20 variables)
Estimated computational time (on one core): between 20 sec. and 45 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 36 sec.
Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.
|
| | 0%
|
|================= | 8%
|
|================================== | 17%
|
|=================================================== | 25%
|
|==================================================================== | 33%
|
|===================================================================================== | 42%
|
|====================================================================================================== | 50%
|
|====================================================================================================================== | 58%
|
|======================================================================================================================================= | 67%
|
|======================================================================================================================================================== | 75%
|
|========================================================================================================================================================================= | 83%
|
|========================================================================================================================================================================================== | 92%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 28 sec.
Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1.5 sec.
|
| | 0%
|
|====================================================================================================== | 50%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and 45 sec.
Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.
|
| | 0%
|
|==================== | 10%
|
|========================================= | 20%
|
|============================================================= | 30%
|
|================================================================================= | 40%
|
|====================================================================================================== | 50%
|
|========================================================================================================================== | 60%
|
|============================================================================================================================================== | 70%
|
|================================================================================================================================================================== | 80%
|
|======================================================================================================================================================================================= | 90%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.
Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and 15 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.
Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and 24 sec.
Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.
|
| | 0%
|
|======================= | 11%
|
|============================================= | 22%
|
|==================================================================== | 33%
|
|========================================================================================== | 44%
|
|================================================================================================================= | 56%
|
|======================================================================================================================================= | 67%
|
|============================================================================================================================================================== | 78%
|
|==================================================================================================================================================================================== | 89%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.
Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and 52.5 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.
Interpretation step (on 20 variables)
Estimated computational time (on one core): between 25 sec. and 50 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.
Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.8 sec. and 57.8 sec.
Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.
|
| | 0%
|
|==================== | 10%
|
|========================================= | 20%
|
|============================================================= | 30%
|
|================================================================================= | 40%
|
|====================================================================================================== | 50%
|
|========================================================================================================================== | 60%
|
|============================================================================================================================================== | 70%
|
|================================================================================================================================================================== | 80%
|
|======================================================================================================================================================================================= | 90%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and 33.8 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.
Interpretation step (on 19 variables)
Estimated computational time (on one core): between 19 sec. and 47.5 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 9 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 18 sec. and 40.5 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.
Interpretation step (on 19 variables)
Estimated computational time (on one core): between 19 sec. and 47.5 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and 42.7 sec.
Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.2 sec.
|
| | 0%
|
|======================= | 11%
|
|============================================= | 22%
|
|==================================================================== | 33%
|
|========================================================================================== | 44%
|
|================================================================================================================= | 56%
|
|======================================================================================================================================= | 67%
|
|============================================================================================================================================================== | 78%
|
|==================================================================================================================================================================================== | 89%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and 42.8 sec.
Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.
|
| | 0%
|
|=================================================== | 25%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================================== | 75%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.
Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and 50 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 9 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and 45 sec.
Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.
|
| | 0%
|
|======================= | 11%
|
|============================================= | 22%
|
|==================================================================== | 33%
|
|========================================================================================== | 44%
|
|================================================================================================================= | 56%
|
|======================================================================================================================================= | 67%
|
|============================================================================================================================================================== | 78%
|
|==================================================================================================================================================================================== | 89%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 32 sec.
Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.
|
| | 0%
|
|==================== | 10%
|
|========================================= | 20%
|
|============================================================= | 30%
|
|================================================================================= | 40%
|
|====================================================================================================== | 50%
|
|========================================================================================================================== | 60%
|
|============================================================================================================================================== | 70%
|
|================================================================================================================================================================== | 80%
|
|======================================================================================================================================================================================= | 90%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and 26.2 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 32 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 17.5 sec. and 28 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and 34 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 18.8 sec. and 33.8 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 32 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and 30 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.
Interpretation step (on 23 variables)
Estimated computational time (on one core): between 28.8 sec. and 63.3 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and 37.5 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.
Interpretation step (on 24 variables)
Estimated computational time (on one core): between 24 sec. and 72 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and 42.8 sec.
Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.
|
| | 0%
|
|==================== | 10%
|
|========================================= | 20%
|
|============================================================= | 30%
|
|================================================================================= | 40%
|
|====================================================================================================== | 50%
|
|========================================================================================================================== | 60%
|
|============================================================================================================================================== | 70%
|
|================================================================================================================================================================== | 80%
|
|======================================================================================================================================================================================= | 90%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 21.3 sec. and 29.7 sec.
Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.
|
| | 0%
|
|======================= | 11%
|
|============================================= | 22%
|
|==================================================================== | 33%
|
|========================================================================================== | 44%
|
|================================================================================================================= | 56%
|
|======================================================================================================================================= | 67%
|
|============================================================================================================================================================== | 78%
|
|==================================================================================================================================================================================== | 89%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.
Interpretation step (on 19 variables)
Estimated computational time (on one core): between 19 sec. and 42.8 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 28 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and 40.5 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and 45 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 10.5 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.
Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and 42.7 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 16.3 sec. and 26 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and 33.8 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and 49.5 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and 60.5 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.
Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and 24 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 12 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and 68.2 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 21.3 sec. and 29.7 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 20 variables)
Estimated computational time (on one core): between 25 sec. and 45 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and 47.5 sec.
Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.
|
| | 0%
|
|==================== | 10%
|
|========================================= | 20%
|
|============================================================= | 30%
|
|================================================================================= | 40%
|
|====================================================================================================== | 50%
|
|========================================================================================================================== | 60%
|
|============================================================================================================================================== | 70%
|
|================================================================================================================================================================== | 80%
|
|======================================================================================================================================================================================= | 90%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and 33.7 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 12 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 23 variables)
Estimated computational time (on one core): between 28.7 sec. and 63.2 sec.
Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.
|
| | 0%
|
|==================== | 10%
|
|========================================= | 20%
|
|============================================================= | 30%
|
|================================================================================= | 40%
|
|====================================================================================================== | 50%
|
|========================================================================================================================== | 60%
|
|============================================================================================================================================== | 70%
|
|================================================================================================================================================================== | 80%
|
|======================================================================================================================================================================================= | 90%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 32 sec.
Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.
|
| | 0%
|
|=================================================== | 25%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================================== | 75%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 40 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and 33.7 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 20 sec. and 32 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and 40.5 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 21.2 sec. and 34 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 9 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and 47.5 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 28 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 32 sec.
Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.
|
| | 0%
|
|================== | 9%
|
|===================================== | 18%
|
|======================================================= | 27%
|
|========================================================================== | 36%
|
|============================================================================================ | 45%
|
|=============================================================================================================== | 55%
|
|================================================================================================================================= | 64%
|
|==================================================================================================================================================== | 73%
|
|====================================================================================================================================================================== | 82%
|
|========================================================================================================================================================================================= | 91%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 22 variables)
Estimated computational time (on one core): between 27.5 sec. and 60.5 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.
Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and 21 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.
Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and 49.5 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 22 variables)
Estimated computational time (on one core): between 22 sec. and 60.5 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 12 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 19 variables)
Estimated computational time (on one core): between 23.7 sec. and 42.7 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and 49.5 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and 45 sec.
Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.
|
| | 0%
|
|=================================================== | 25%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================================== | 75%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and 19.2 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.3 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and 19.5 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.
Interpretation step (on 22 variables)
Estimated computational time (on one core): between 27.5 sec. and 49.5 sec.
Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 24 sec.
|
| | 0%
|
|================= | 8%
|
|================================== | 17%
|
|=================================================== | 25%
|
|==================================================================== | 33%
|
|===================================================================================== | 42%
|
|====================================================================================================== | 50%
|
|====================================================================================================================== | 58%
|
|======================================================================================================================================= | 67%
|
|======================================================================================================================================================== | 75%
|
|========================================================================================================================================================================= | 83%
|
|========================================================================================================================================================================================== | 92%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 26 variables)
Estimated computational time (on one core): between 26 sec. and 84.5 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.
Interpretation step (on 22 variables)
Estimated computational time (on one core): between 22 sec. and 49.5 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.
Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and 57.8 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.
Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and 60.5 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 18 sec. and 45 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 9 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.
Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and 45 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.
Interpretation step (on 22 variables)
Estimated computational time (on one core): between 22 sec. and 60.5 sec.
Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 6 sec.
|
| | 0%
|
|==================================================================== | 33%
|
|======================================================================================================================================= | 67%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and 42.5 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.
Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and 45 sec.
Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.
|
| | 0%
|
|=================================================== | 25%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================================== | 75%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.
Interpretation step (on 23 variables)
Estimated computational time (on one core): between 17.2 sec. and 63.3 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and 40.5 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.2 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.
Interpretation step (on 19 variables)
Estimated computational time (on one core): between 19 sec. and 42.7 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.
Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and 45 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 18 sec. and 45 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.2 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 19 variables)
Estimated computational time (on one core): between 28.5 sec. and 47.5 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and 50 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.3 sec. and 42.7 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 32 sec.
Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 17.5 sec.
|
| | 0%
|
|==================== | 10%
|
|========================================= | 20%
|
|============================================================= | 30%
|
|================================================================================= | 40%
|
|====================================================================================================== | 50%
|
|========================================================================================================================== | 60%
|
|============================================================================================================================================== | 70%
|
|================================================================================================================================================================== | 80%
|
|======================================================================================================================================================================================= | 90%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 21 variables)
Estimated computational time (on one core): between 26.2 sec. and 57.8 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and 30 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 22.5 sec. and 40.5 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and 45 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 12 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and 30 sec.
Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.
|
| | 0%
|
|=================================================== | 25%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================================== | 75%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and 42.8 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 25 variables)
Estimated computational time (on one core): between 31.2 sec. and 75 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 24 variables)
Estimated computational time (on one core): between 18 sec. and 66 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 22.5 sec. and 40.5 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 32 sec.
Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 5 sec.
|
| | 0%
|
|=================================================== | 25%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================================== | 75%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.
Interpretation step (on 25 variables)
Estimated computational time (on one core): between 18.7 sec. and 68.8 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and 45 sec.
Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.
|
| | 0%
|
|=================================================== | 25%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================================== | 75%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 24 variables)
Estimated computational time (on one core): between 24 sec. and 72 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 10.5 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.
Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and 52.5 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.
Interpretation step (on 19 variables)
Estimated computational time (on one core): between 19 sec. and 42.7 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.
Interpretation step (on 21 variables)
Estimated computational time (on one core): between 21 sec. and 57.8 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 9 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 17.5 sec. and 28 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and 40.5 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 22 variables)
Estimated computational time (on one core): between 22 sec. and 49.5 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.
Interpretation step (on 23 variables)
Estimated computational time (on one core): between 23 sec. and 63.3 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 40 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 9 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 23 variables)
Estimated computational time (on one core): between 23 sec. and 63.3 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 9 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and 18 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 12.2 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.
Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and 57.8 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and 34 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and 57.7 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 32 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and 45 sec.
Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 5 sec.
|
| | 0%
|
|=================================================== | 25%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================================== | 75%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 22 variables)
Estimated computational time (on one core): between 22 sec. and 60.5 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and 57.8 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and 30 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.
Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and 57.8 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 22 variables)
Estimated computational time (on one core): between 27.5 sec. and 55 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 24 variables)
Estimated computational time (on one core): between 18 sec. and 60 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.
Interpretation step (on 22 variables)
Estimated computational time (on one core): between 22 sec. and 60.5 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.2 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and 36 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.3 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 19 variables)
Estimated computational time (on one core): between 19 sec. and 42.7 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 18 sec. and 49.5 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and 30 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and 34 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 17 sec. and 38.2 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 27 variables)
Estimated computational time (on one core): between 20.2 sec. and 87.7 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 10.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and 40 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 24 variables)
Estimated computational time (on one core): between 24 sec. and 78 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.
Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and 57.8 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and 38.3 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and 29.8 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.
Interpretation step (on 20 variables)
Estimated computational time (on one core): between 25 sec. and 50 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.
Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and 49.5 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 19 variables)
Estimated computational time (on one core): between 19 sec. and 47.5 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and 33.8 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 18 sec. and 40.5 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 9 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and 42.7 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.
Interpretation step (on 21 variables)
Estimated computational time (on one core): between 26.3 sec. and 57.8 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 19 variables)
Estimated computational time (on one core): between 19 sec. and 38 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 14 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and 33.3 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and 34 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%#Saving results in dataframe
sim1_retention = data.frame(cbind(t(retention_lasso), t(retention_lasso2), t(retention_RF)))
colnames(sim1_retention) = c(rep("LASSO1", n_sim), rep("LASSO2", n_sim), rep("RF_pred", n_sim))
write.csv(sim1_retention,"sim1_retention.csv", row.names = FALSE)
sim1_identification = data.frame(cbind(t(identification_lasso), t(identification_lasso2), t(identification_RF)))
colnames(sim1_identification) = c(rep("LASSO1", n_sim), rep("LASSO2", n_sim), rep("RF_pred", n_sim))
write.csv(sim1_identification,"sim1_identification.csv", row.names = FALSE)
sim1_prediction = data.frame(cbind(t(prediction_lasso), t(prediction_lasso2), t(prediction_RF)))
colnames(sim1_prediction) = c(rep("LASSO1", n_sim), rep("LASSO2", n_sim), rep("RF_pred", n_sim))
write.csv(sim1_prediction,"sim1_prediction.csv", row.names = FALSE)
end_time <- Sys.time()
cat("Duration for Number of Sims = ", n_sim, "is: ", end_time - start_time)Duration for Number of Sims = 30 is: 2.956848#--------------
# Retention Plot
#---------------
true_sparsity = sum(beta)# SUM as sparsity measure not correct if true beta not binary
plot(snr.vec, retention_frequency(retention_lasso, true_sparsity), main="Retention frequency lasso - conservative", col="blue", type = "b")
lines(snr.vec, retention_frequency(retention_lasso2, true_sparsity), main="Retention frequency lasso - optimal pred", col="green", type="b")lines(snr.vec, retention_frequency(retention_RF, true_sparsity), main="Retention frequency VSURF - prediction", col="red", type="b")
#--------------
# Identification Plot
#---------------
true_sparsity = length(beta)# SUM as sparsity measure not correct if true beta not binary
plot(snr.vec, retention_frequency(identification_lasso, true_sparsity), main="Identification frequency lasso - conservative", col="blue", type="b", ylim=c(75,100))
points(snr.vec, retention_frequency(identification_lasso2, true_sparsity), main="Identification frequency lasso - optimal pred", col="green", type="b")points(snr.vec, retention_frequency(identification_RF, true_sparsity), main="Identification frequency VSURF - prediction", col = "red", type="b")
#--------------
# Prediction Plot
#---------------
plot(snr.vec, error_rate(prediction_lasso), main="MSE lasso - conservative", col="blue", type="b")
points(snr.vec, error_rate(prediction_lasso2), main="MSE lasso - optimal pred", col="green", type="b")points(snr.vec, error_rate(prediction_RF), main="MSE VSURF - prediction", col="red", type="b")
#--------------------------------
# Simulation 2
#--------------------------------
start_time <- Sys.time()
# Number of simulations
n_sim = 30
# Signal-to-noise ratios
snr.vec = exp(seq(log(0.05),log(6),length=10))
#beta vector
beta = beta_2(p=50,s=5)
#containers to store results
retention_lasso = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
retention_lasso2 = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
retention_RF = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
identification_lasso = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
identification_lasso2 = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
identification_RF = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
prediction_lasso = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
prediction_lasso2 = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
prediction_RF = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
#Simulation
for (j in 1:length(snr.vec)){
SNR = snr.vec[j]
for (i in 1:n_sim){
df <- simulate(n=100, p=50, rho=0.5, beta=beta, SNR = SNR)$df
res_lasso = cv.lasso(data=df, beta=beta)
retention_lasso[i, j] = res_lasso$retention
identification_lasso[i, j] = res_lasso$identification
prediction_lasso[i, j] = res_lasso$mse
res_lasso2 = cv.lasso_2(data=df, beta=beta)
retention_lasso2[i, j] = res_lasso2$retention
identification_lasso2[i, j] = res_lasso2$identification
prediction_lasso2[i, j] = res_lasso2$mse
res_RF = RF_VSURF(data=df, beta=beta)
retention_RF[i, j] = res_RF$retention
identification_RF[i, j] = res_RF$identification
prediction_RF[i, j] = res_RF$OOB_error
}
}Thresholding step
Estimated computational time (on one core): 55.5 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 40 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.
Interpretation step (on 5 variables)
Estimated computational time (on one core): between 3.7 sec. and 3.7 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.
|
| | 0%Warning in min(model.vsurf$err.pred) :
no non-missing arguments to min; returning InfThresholding step
Estimated computational time (on one core): 50.5 sec.
Interpretation step (on 7 variables)
Estimated computational time (on one core): between 5.3 sec. and 7 sec.
Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.
|
| | 0%
|
|==================================================================== | 33%
|
|======================================================================================================================================= | 67%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 19 variables)
Estimated computational time (on one core): between 19 sec. and 52.3 sec.
Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 19.3 sec.
|
| | 0%
|
|================== | 9%
|
|===================================== | 18%
|
|======================================================= | 27%
|
|========================================================================== | 36%
|
|============================================================================================ | 45%
|
|=============================================================================================================== | 55%
|
|================================================================================================================================= | 64%
|
|==================================================================================================================================================== | 73%
|
|====================================================================================================================================================================== | 82%
|
|========================================================================================================================================================================================= | 91%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 56 sec.
Interpretation step (on 5 variables)
Estimated computational time (on one core): between 3.7 sec. and 3.7 sec.
Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.
|
| | 0%
|
|=================================================== | 25%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================================== | 75%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.
Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and 24 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 32 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 28 sec.
Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.
|
| | 0%
|
|=================================================== | 25%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================================== | 75%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 55 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and 26 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and 26 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 24.5 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.
Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and 21 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.
Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and 10 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and 16.5 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 21 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.
Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and 13.8 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 8 variables)
Estimated computational time (on one core): between 10 sec. and 10 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 12 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and 26 sec.
Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.
|
| | 0%
|
|================== | 9%
|
|===================================== | 18%
|
|======================================================= | 27%
|
|========================================================================== | 36%
|
|============================================================================================ | 45%
|
|=============================================================================================================== | 55%
|
|================================================================================================================================= | 64%
|
|==================================================================================================================================================== | 73%
|
|====================================================================================================================================================================== | 82%
|
|========================================================================================================================================================================================= | 91%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 28 sec.
Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 26 sec.
|
| | 0%
|
|================ | 8%
|
|=============================== | 15%
|
|=============================================== | 23%
|
|============================================================== | 31%
|
|============================================================================== | 38%
|
|============================================================================================== | 46%
|
|============================================================================================================= | 54%
|
|============================================================================================================================= | 62%
|
|============================================================================================================================================= | 69%
|
|============================================================================================================================================================ | 77%
|
|============================================================================================================================================================================ | 85%
|
|=========================================================================================================================================================================================== | 92%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.
Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and 21 sec.
Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.
|
| | 0%
|
|=================================================== | 25%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================================== | 75%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and 19.5 sec.
Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 19.2 sec.
|
| | 0%
|
|================== | 9%
|
|===================================== | 18%
|
|======================================================= | 27%
|
|========================================================================== | 36%
|
|============================================================================================ | 45%
|
|=============================================================================================================== | 55%
|
|================================================================================================================================= | 64%
|
|==================================================================================================================================================== | 73%
|
|====================================================================================================================================================================== | 82%
|
|========================================================================================================================================================================================= | 91%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.
Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and 13.5 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 28 sec.
Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.
|
| | 0%
|
|==================== | 10%
|
|========================================= | 20%
|
|============================================================= | 30%
|
|================================================================================= | 40%
|
|====================================================================================================== | 50%
|
|========================================================================================================================== | 60%
|
|============================================================================================================================================== | 70%
|
|================================================================================================================================================================== | 80%
|
|======================================================================================================================================================================================= | 90%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and 19.5 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.
Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and 16.5 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.
Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and 12.5 sec.
Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.
|
| | 0%
|
|======================= | 11%
|
|============================================= | 22%
|
|==================================================================== | 33%
|
|========================================================================================== | 44%
|
|================================================================================================================= | 56%
|
|======================================================================================================================================= | 67%
|
|============================================================================================================================================================== | 78%
|
|==================================================================================================================================================================================== | 89%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.
Interpretation step (on 5 variables)
Estimated computational time (on one core): between 3.7 sec. and 3.7 sec.
Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.
|
| | 0%
|
|=================================================== | 25%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================================== | 75%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 21.2 sec. and 34 sec.
Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 28 sec.
|
| | 0%
|
|============== | 7%
|
|============================= | 14%
|
|============================================ | 21%
|
|========================================================== | 29%
|
|======================================================================== | 36%
|
|======================================================================================= | 43%
|
|====================================================================================================== | 50%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================== | 64%
|
|================================================================================================================================================= | 71%
|
|================================================================================================================================================================ | 79%
|
|============================================================================================================================================================================== | 86%
|
|============================================================================================================================================================================================ | 93%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.
Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and 15 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and 30 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and 12.5 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and 22.8 sec.
Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.
|
| | 0%
|
|=================================================== | 25%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================================== | 75%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 36 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and 26 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54.5 sec.
Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and 24 sec.
Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 15.8 sec.
|
| | 0%
|
|======================= | 11%
|
|============================================= | 22%
|
|==================================================================== | 33%
|
|========================================================================================== | 44%
|
|================================================================================================================= | 56%
|
|======================================================================================================================================= | 67%
|
|============================================================================================================================================================== | 78%
|
|==================================================================================================================================================================================== | 89%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and 18 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and 18 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.
Interpretation step (on 3 variables)
Estimated computational time (on one core): between 3 sec. and 2.2 sec.
Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1.5 sec.
|
| | 0%
|
|====================================================================================================== | 50%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and 42.8 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.8 sec. and 38.2 sec.
Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.
|
| | 0%
|
|==================================================================== | 33%
|
|======================================================================================================================================= | 67%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 17.5 sec. and 21 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and 34 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.
Interpretation step (on 12 variables)
Estimated computational time (on one core): between 15 sec. and 24 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.
Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and 15 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 24.5 sec.
Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.
|
| | 0%
|
|=================================================== | 25%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================================== | 75%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 32 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.3 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 10 variables)
Estimated computational time (on one core): between 12.5 sec. and 15 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.
Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.8 sec. and 13.5 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.
Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and 24 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.3 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.
Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and 24 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 21 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54.5 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 21 sec.
Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.
|
| | 0%
|
|======================= | 11%
|
|============================================= | 22%
|
|==================================================================== | 33%
|
|========================================================================================== | 44%
|
|================================================================================================================= | 56%
|
|======================================================================================================================================= | 67%
|
|============================================================================================================================================================== | 78%
|
|==================================================================================================================================================================================== | 89%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 14 sec. and 24.5 sec.
Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.
|
| | 0%
|
|=================================================== | 25%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================================== | 75%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.
Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and 18 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 22.5 sec. and 40.5 sec.
Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 19.3 sec.
|
| | 0%
|
|================== | 9%
|
|===================================== | 18%
|
|======================================================= | 27%
|
|========================================================================== | 36%
|
|============================================================================================ | 45%
|
|=============================================================================================================== | 55%
|
|================================================================================================================================= | 64%
|
|==================================================================================================================================================== | 73%
|
|====================================================================================================================================================================== | 82%
|
|========================================================================================================================================================================================= | 91%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 20 sec. and 36 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.
Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and 10 sec.
Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.
|
| | 0%
|
|=================================================== | 25%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================================== | 75%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and 19.5 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and 26 sec.
Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.
|
| | 0%
|
|=================================================== | 25%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================================== | 75%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54.5 sec.
Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and 55 sec.
Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 5 sec.
|
| | 0%
|
|=================================================== | 25%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================================== | 75%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54.5 sec.
Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and 14 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and 26.3 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.3 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and 34 sec.
Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 24 sec.
|
| | 0%
|
|================= | 8%
|
|================================== | 17%
|
|=================================================== | 25%
|
|==================================================================== | 33%
|
|===================================================================================== | 42%
|
|====================================================================================================== | 50%
|
|====================================================================================================================== | 58%
|
|======================================================================================================================================= | 67%
|
|======================================================================================================================================================== | 75%
|
|========================================================================================================================================================================= | 83%
|
|========================================================================================================================================================================================== | 92%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 18.8 sec. and 33.7 sec.
Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 19.3 sec.
|
| | 0%
|
|================== | 9%
|
|===================================== | 18%
|
|======================================================= | 27%
|
|========================================================================== | 36%
|
|============================================================================================ | 45%
|
|=============================================================================================================== | 55%
|
|================================================================================================================================= | 64%
|
|==================================================================================================================================================== | 73%
|
|====================================================================================================================================================================== | 82%
|
|========================================================================================================================================================================================= | 91%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and 15 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and 26 sec.
Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.
|
| | 0%
|
|==================== | 10%
|
|========================================= | 20%
|
|============================================================= | 30%
|
|================================================================================= | 40%
|
|====================================================================================================== | 50%
|
|========================================================================================================================== | 60%
|
|============================================================================================================================================== | 70%
|
|================================================================================================================================================================== | 80%
|
|======================================================================================================================================================================================= | 90%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and 12.5 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 12.3 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 32 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.
Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and 57.8 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.
Interpretation step (on 10 variables)
Estimated computational time (on one core): between 12.5 sec. and 12.5 sec.
Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.
|
| | 0%
|
|======================= | 11%
|
|============================================= | 22%
|
|==================================================================== | 33%
|
|========================================================================================== | 44%
|
|================================================================================================================= | 56%
|
|======================================================================================================================================= | 67%
|
|============================================================================================================================================================== | 78%
|
|==================================================================================================================================================================================== | 89%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and 40.5 sec.
Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 21 sec.
|
| | 0%
|
|============== | 7%
|
|============================= | 14%
|
|============================================ | 21%
|
|========================================================== | 29%
|
|======================================================================== | 36%
|
|======================================================================================= | 43%
|
|====================================================================================================== | 50%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================== | 64%
|
|================================================================================================================================================= | 71%
|
|================================================================================================================================================================ | 79%
|
|============================================================================================================================================================================== | 86%
|
|============================================================================================================================================================================================ | 93%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and 19.5 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.3 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and 17.5 sec.
Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.
|
| | 0%
|
|=================================================== | 25%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================================== | 75%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and 42.7 sec.
Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 19.2 sec.
|
| | 0%
|
|================== | 9%
|
|===================================== | 18%
|
|======================================================= | 27%
|
|========================================================================== | 36%
|
|============================================================================================ | 45%
|
|=============================================================================================================== | 55%
|
|================================================================================================================================= | 64%
|
|==================================================================================================================================================== | 73%
|
|====================================================================================================================================================================== | 82%
|
|========================================================================================================================================================================================= | 91%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 36 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 18.8 sec. and 37.5 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.
Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and 24 sec.
Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1.5 sec.
|
| | 0%
|
|====================================================================================================== | 50%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 24.5 sec.
Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.
|
| | 0%
|
|================== | 9%
|
|===================================== | 18%
|
|======================================================= | 27%
|
|========================================================================== | 36%
|
|============================================================================================ | 45%
|
|=============================================================================================================== | 55%
|
|================================================================================================================================= | 64%
|
|==================================================================================================================================================== | 73%
|
|====================================================================================================================================================================== | 82%
|
|========================================================================================================================================================================================= | 91%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and 26 sec.
Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.
|
| | 0%
|
|=================================================== | 25%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================================== | 75%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 24.5 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.
Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and 15 sec.
Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.
|
| | 0%
|
|==================================================================== | 33%
|
|======================================================================================================================================= | 67%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and 26.3 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and 42.7 sec.
Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 24 sec.
|
| | 0%
|
|================= | 8%
|
|================================== | 17%
|
|=================================================== | 25%
|
|==================================================================== | 33%
|
|===================================================================================== | 42%
|
|====================================================================================================== | 50%
|
|====================================================================================================================== | 58%
|
|======================================================================================================================================= | 67%
|
|======================================================================================================================================================== | 75%
|
|========================================================================================================================================================================= | 83%
|
|========================================================================================================================================================================================== | 92%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.
Interpretation step (on 20 variables)
Estimated computational time (on one core): between 20 sec. and 45 sec.
Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.
|
| | 0%
|
|================== | 9%
|
|===================================== | 18%
|
|======================================================= | 27%
|
|========================================================================== | 36%
|
|============================================================================================ | 45%
|
|=============================================================================================================== | 55%
|
|================================================================================================================================= | 64%
|
|==================================================================================================================================================== | 73%
|
|====================================================================================================================================================================== | 82%
|
|========================================================================================================================================================================================= | 91%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.
Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and 21 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.
Interpretation step (on 10 variables)
Estimated computational time (on one core): between 15 sec. and 15 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and 13.5 sec.
Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.
|
| | 0%
|
|==================================================================== | 33%
|
|======================================================================================================================================= | 67%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.
Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and 15 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 32 sec.
Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.
|
| | 0%
|
|==================== | 10%
|
|========================================= | 20%
|
|============================================================= | 30%
|
|================================================================================= | 40%
|
|====================================================================================================== | 50%
|
|========================================================================================================================== | 60%
|
|============================================================================================================================================== | 70%
|
|================================================================================================================================================================== | 80%
|
|======================================================================================================================================================================================= | 90%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 16.3 sec. and 19.5 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and 34 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and 22.8 sec.
Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 17.5 sec.
|
| | 0%
|
|==================== | 10%
|
|========================================= | 20%
|
|============================================================= | 30%
|
|================================================================================= | 40%
|
|====================================================================================================== | 50%
|
|========================================================================================================================== | 60%
|
|============================================================================================================================================== | 70%
|
|================================================================================================================================================================== | 80%
|
|======================================================================================================================================================================================= | 90%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and 33.7 sec.
Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.
|
| | 0%
|
|======================= | 11%
|
|============================================= | 22%
|
|==================================================================== | 33%
|
|========================================================================================== | 44%
|
|================================================================================================================= | 56%
|
|======================================================================================================================================= | 67%
|
|============================================================================================================================================================== | 78%
|
|==================================================================================================================================================================================== | 89%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 28 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.
Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and 15 sec.
Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 17.5 sec.
|
| | 0%Warning in min(model.vsurf$err.pred) :
no non-missing arguments to min; returning InfThresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and 30 sec.
Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.
|
| | 0%
|
|================== | 9%
|
|===================================== | 18%
|
|======================================================= | 27%
|
|========================================================================== | 36%
|
|============================================================================================ | 45%
|
|=============================================================================================================== | 55%
|
|================================================================================================================================= | 64%
|
|==================================================================================================================================================== | 73%
|
|====================================================================================================================================================================== | 82%
|
|========================================================================================================================================================================================= | 91%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and 33.7 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and 57.7 sec.
Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.8 sec.
|
| | 0%
|
|================== | 9%
|
|===================================== | 18%
|
|======================================================= | 27%
|
|========================================================================== | 36%
|
|============================================================================================ | 45%
|
|=============================================================================================================== | 55%
|
|================================================================================================================================= | 64%
|
|==================================================================================================================================================== | 73%
|
|====================================================================================================================================================================== | 82%
|
|========================================================================================================================================================================================= | 91%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 24.5 sec.
Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 17.5 sec.
|
| | 0%
|
|==================== | 10%
|
|========================================= | 20%
|
|============================================================= | 30%
|
|================================================================================= | 40%
|
|====================================================================================================== | 50%
|
|========================================================================================================================== | 60%
|
|============================================================================================================================================== | 70%
|
|================================================================================================================================================================== | 80%
|
|======================================================================================================================================================================================= | 90%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 28 sec.
Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.
|
| | 0%
|
|=================================================== | 25%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================================== | 75%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and 49.5 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 21 sec.
Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.
|
| | 0%
|
|================== | 9%
|
|===================================== | 18%
|
|======================================================= | 27%
|
|========================================================================== | 36%
|
|============================================================================================ | 45%
|
|=============================================================================================================== | 55%
|
|================================================================================================================================= | 64%
|
|==================================================================================================================================================== | 73%
|
|====================================================================================================================================================================== | 82%
|
|========================================================================================================================================================================================= | 91%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and 30 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and 34 sec.
Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.
|
| | 0%
|
|=================================================== | 25%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================================== | 75%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and 18 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and 45 sec.
Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 17.5 sec.
|
| | 0%
|
|==================== | 10%
|
|========================================= | 20%
|
|============================================================= | 30%
|
|================================================================================= | 40%
|
|====================================================================================================== | 50%
|
|========================================================================================================================== | 60%
|
|============================================================================================================================================== | 70%
|
|================================================================================================================================================================== | 80%
|
|======================================================================================================================================================================================= | 90%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and 13.7 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and 34 sec.
Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 28 sec.
|
| | 0%
|
|============== | 7%
|
|============================= | 14%
|
|============================================ | 21%
|
|========================================================== | 29%
|
|======================================================================== | 36%
|
|======================================================================================= | 43%
|
|====================================================================================================== | 50%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================== | 64%
|
|================================================================================================================================================= | 71%
|
|================================================================================================================================================================ | 79%
|
|============================================================================================================================================================================== | 86%
|
|============================================================================================================================================================================================ | 93%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 28 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and 18 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 21 sec.
Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.
|
| | 0%
|
|==================== | 10%
|
|========================================= | 20%
|
|============================================================= | 30%
|
|================================================================================= | 40%
|
|====================================================================================================== | 50%
|
|========================================================================================================================== | 60%
|
|============================================================================================================================================== | 70%
|
|================================================================================================================================================================== | 80%
|
|======================================================================================================================================================================================= | 90%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.
Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and 24 sec.
Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 15.8 sec.
|
| | 0%
|
|======================= | 11%
|
|============================================= | 22%
|
|==================================================================== | 33%
|
|========================================================================================== | 44%
|
|================================================================================================================= | 56%
|
|======================================================================================================================================= | 67%
|
|============================================================================================================================================================== | 78%
|
|==================================================================================================================================================================================== | 89%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and 26 sec.
Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 19.3 sec.
|
| | 0%
|
|================== | 9%
|
|===================================== | 18%
|
|======================================================= | 27%
|
|========================================================================== | 36%
|
|============================================================================================ | 45%
|
|=============================================================================================================== | 55%
|
|================================================================================================================================= | 64%
|
|==================================================================================================================================================== | 73%
|
|====================================================================================================================================================================== | 82%
|
|========================================================================================================================================================================================= | 91%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and 24 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and 26 sec.
Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.
|
| | 0%
|
|==================== | 10%
|
|========================================= | 20%
|
|============================================================= | 30%
|
|================================================================================= | 40%
|
|====================================================================================================== | 50%
|
|========================================================================================================================== | 60%
|
|============================================================================================================================================== | 70%
|
|================================================================================================================================================================== | 80%
|
|======================================================================================================================================================================================= | 90%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and 26 sec.
Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.
|
| | 0%
|
|======================= | 11%
|
|============================================= | 22%
|
|==================================================================== | 33%
|
|========================================================================================== | 44%
|
|================================================================================================================= | 56%
|
|======================================================================================================================================= | 67%
|
|============================================================================================================================================================== | 78%
|
|==================================================================================================================================================================================== | 89%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 18.8 sec. and 30 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and 45 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and 15 sec.
Prediction step (on 1 variables)
Maximum estimated computational time (on one core): 0.7 sec.
|
| | 0%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 28 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.3 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.
Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and 16.5 sec.
Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.
|
| | 0%
|
|==================================================================== | 33%
|
|======================================================================================================================================= | 67%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 24.5 sec.
Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.
|
| | 0%
|
|======================= | 11%
|
|============================================= | 22%
|
|==================================================================== | 33%
|
|========================================================================================== | 44%
|
|================================================================================================================= | 56%
|
|======================================================================================================================================= | 67%
|
|============================================================================================================================================================== | 78%
|
|==================================================================================================================================================================================== | 89%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 24.5 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and 16.5 sec.
Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.
|
| | 0%Warning in min(model.vsurf$err.pred) :
no non-missing arguments to min; returning InfThresholding step
Estimated computational time (on one core): 48 sec.
Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and 15 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 32 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and 26.3 sec.
Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.
|
| | 0%
|
|=================================================== | 25%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================================== | 75%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and 10 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
|
| | 0%Warning in min(model.vsurf$err.pred) :
no non-missing arguments to min; returning InfThresholding step
Estimated computational time (on one core): 53.5 sec.
Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and 57.8 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 32 sec.
Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 28 sec.
|
| | 0%
|
|============== | 7%
|
|============================= | 14%
|
|============================================ | 21%
|
|========================================================== | 29%
|
|======================================================================== | 36%
|
|======================================================================================= | 43%
|
|====================================================================================================== | 50%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================== | 64%
|
|================================================================================================================================================= | 71%
|
|================================================================================================================================================================ | 79%
|
|============================================================================================================================================================================== | 86%
|
|============================================================================================================================================================================================ | 93%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 20 sec. and 32 sec.
Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.
|
| | 0%
|
|======================= | 11%
|
|============================================= | 22%
|
|==================================================================== | 33%
|
|========================================================================================== | 44%
|
|================================================================================================================= | 56%
|
|======================================================================================================================================= | 67%
|
|============================================================================================================================================================== | 78%
|
|==================================================================================================================================================================================== | 89%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 24.5 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 36 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and 34 sec.
Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 26 sec.
|
| | 0%
|
|================ | 8%
|
|=============================== | 15%
|
|=============================================== | 23%
|
|============================================================== | 31%
|
|============================================================================== | 38%
|
|============================================================================================== | 46%
|
|============================================================================================================= | 54%
|
|============================================================================================================================= | 62%
|
|============================================================================================================================================= | 69%
|
|============================================================================================================================================================ | 77%
|
|============================================================================================================================================================================ | 85%
|
|=========================================================================================================================================================================================== | 92%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 21.2 sec. and 38.2 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and 30 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and 45 sec.
Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 28 sec.
|
| | 0%
|
|============= | 6%
|
|========================= | 12%
|
|====================================== | 19%
|
|=================================================== | 25%
|
|=============================================================== | 31%
|
|============================================================================ | 38%
|
|========================================================================================= | 44%
|
|====================================================================================================== | 50%
|
|================================================================================================================== | 56%
|
|=============================================================================================================================== | 62%
|
|============================================================================================================================================ | 69%
|
|======================================================================================================================================================== | 75%
|
|===================================================================================================================================================================== | 81%
|
|================================================================================================================================================================================== | 88%
|
|============================================================================================================================================================================================== | 94%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 32 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.3 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and 18 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 55 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 40 sec.
Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 2.5 sec.
|
| | 0%
|
|====================================================================================================== | 50%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and 30 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and 33.8 sec.
Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.
|
| | 0%
|
|======================= | 11%
|
|============================================= | 22%
|
|==================================================================== | 33%
|
|========================================================================================== | 44%
|
|================================================================================================================= | 56%
|
|======================================================================================================================================= | 67%
|
|============================================================================================================================================================== | 78%
|
|==================================================================================================================================================================================== | 89%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 16.2 sec. and 19.5 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and 24 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 32 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and 11 sec.
Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 15.7 sec.
|
| | 0%
|
|======================= | 11%
|
|============================================= | 22%
|
|==================================================================== | 33%
|
|========================================================================================== | 44%
|
|================================================================================================================= | 56%
|
|======================================================================================================================================= | 67%
|
|============================================================================================================================================================== | 78%
|
|==================================================================================================================================================================================== | 89%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and 57.8 sec.
Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 28 sec.
|
| | 0%
|
|============== | 7%
|
|============================= | 14%
|
|============================================ | 21%
|
|========================================================== | 29%
|
|======================================================================== | 36%
|
|======================================================================================= | 43%
|
|====================================================================================================== | 50%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================== | 64%
|
|================================================================================================================================================= | 71%
|
|================================================================================================================================================================ | 79%
|
|============================================================================================================================================================================== | 86%
|
|============================================================================================================================================================================================ | 93%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and 33.7 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and 37.5 sec.
Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 11 sec.
|
| | 0%
|
|================== | 9%
|
|===================================== | 18%
|
|======================================================= | 27%
|
|========================================================================== | 36%
|
|============================================================================================ | 45%
|
|=============================================================================================================== | 55%
|
|================================================================================================================================= | 64%
|
|==================================================================================================================================================== | 73%
|
|====================================================================================================================================================================== | 82%
|
|========================================================================================================================================================================================= | 91%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 16 sec. and 32 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.3 sec. and 33.3 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 21 sec.
Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.
|
| | 0%
|
|==================== | 10%
|
|========================================= | 20%
|
|============================================================= | 30%
|
|================================================================================= | 40%
|
|====================================================================================================== | 50%
|
|========================================================================================================================== | 60%
|
|============================================================================================================================================== | 70%
|
|================================================================================================================================================================== | 80%
|
|======================================================================================================================================================================================= | 90%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.3 sec. and 42.7 sec.
Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 17.5 sec.
|
| | 0%
|
|==================== | 10%
|
|========================================= | 20%
|
|============================================================= | 30%
|
|================================================================================= | 40%
|
|====================================================================================================== | 50%
|
|========================================================================================================================== | 60%
|
|============================================================================================================================================== | 70%
|
|================================================================================================================================================================== | 80%
|
|======================================================================================================================================================================================= | 90%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and 30 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and 30 sec.
Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 19.2 sec.
|
| | 0%
|
|================== | 9%
|
|===================================== | 18%
|
|======================================================= | 27%
|
|========================================================================== | 36%
|
|============================================================================================ | 45%
|
|=============================================================================================================== | 55%
|
|================================================================================================================================= | 64%
|
|==================================================================================================================================================== | 73%
|
|====================================================================================================================================================================== | 82%
|
|========================================================================================================================================================================================= | 91%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 14 sec. and 28 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 28 sec.
Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.
|
| | 0%
|
|======================= | 11%
|
|============================================= | 22%
|
|==================================================================== | 33%
|
|========================================================================================== | 44%
|
|================================================================================================================= | 56%
|
|======================================================================================================================================= | 67%
|
|============================================================================================================================================================== | 78%
|
|==================================================================================================================================================================================== | 89%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and 34 sec.
Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.
|
| | 0%
|
|==================== | 10%
|
|========================================= | 20%
|
|============================================================= | 30%
|
|================================================================================= | 40%
|
|====================================================================================================== | 50%
|
|========================================================================================================================== | 60%
|
|============================================================================================================================================== | 70%
|
|================================================================================================================================================================== | 80%
|
|======================================================================================================================================================================================= | 90%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 32 sec.
Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 24 sec.
|
| | 0%
|
|================= | 8%
|
|================================== | 17%
|
|=================================================== | 25%
|
|==================================================================== | 33%
|
|===================================================================================== | 42%
|
|====================================================================================================== | 50%
|
|====================================================================================================================== | 58%
|
|======================================================================================================================================= | 67%
|
|======================================================================================================================================================== | 75%
|
|========================================================================================================================================================================= | 83%
|
|========================================================================================================================================================================================== | 92%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and 42.5 sec.
Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 9 sec.
|
| | 0%
|
|======================= | 11%
|
|============================================= | 22%
|
|==================================================================== | 33%
|
|========================================================================================== | 44%
|
|================================================================================================================= | 56%
|
|======================================================================================================================================= | 67%
|
|============================================================================================================================================================== | 78%
|
|==================================================================================================================================================================================== | 89%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and 40.5 sec.
Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.
|
| | 0%
|
|======================= | 11%
|
|============================================= | 22%
|
|==================================================================== | 33%
|
|========================================================================================== | 44%
|
|================================================================================================================= | 56%
|
|======================================================================================================================================= | 67%
|
|============================================================================================================================================================== | 78%
|
|==================================================================================================================================================================================== | 89%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and 15 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 12 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and 19.5 sec.
Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1.5 sec.
|
| | 0%
|
|====================================================================================================== | 50%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 21 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 20 sec. and 32 sec.
Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.
|
| | 0%
|
|================== | 9%
|
|===================================== | 18%
|
|======================================================= | 27%
|
|========================================================================== | 36%
|
|============================================================================================ | 45%
|
|=============================================================================================================== | 55%
|
|================================================================================================================================= | 64%
|
|==================================================================================================================================================== | 73%
|
|====================================================================================================================================================================== | 82%
|
|========================================================================================================================================================================================= | 91%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 18 sec. and 36 sec.
Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 15.7 sec.
|
| | 0%
|
|======================= | 11%
|
|============================================= | 22%
|
|==================================================================== | 33%
|
|========================================================================================== | 44%
|
|================================================================================================================= | 56%
|
|======================================================================================================================================= | 67%
|
|============================================================================================================================================================== | 78%
|
|==================================================================================================================================================================================== | 89%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 32 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and 30 sec.
Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.
|
| | 0%
|
|======================= | 11%
|
|============================================= | 22%
|
|==================================================================== | 33%
|
|========================================================================================== | 44%
|
|================================================================================================================= | 56%
|
|======================================================================================================================================= | 67%
|
|============================================================================================================================================================== | 78%
|
|==================================================================================================================================================================================== | 89%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and 37.5 sec.
Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.
|
| | 0%
|
|======================= | 11%
|
|============================================= | 22%
|
|==================================================================== | 33%
|
|========================================================================================== | 44%
|
|================================================================================================================= | 56%
|
|======================================================================================================================================= | 67%
|
|============================================================================================================================================================== | 78%
|
|==================================================================================================================================================================================== | 89%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 21.3 sec. and 34 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 12.2 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 20 sec. and 36 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and 34 sec.
Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.
|
| | 0%
|
|================ | 8%
|
|=============================== | 15%
|
|=============================================== | 23%
|
|============================================================== | 31%
|
|============================================================================== | 38%
|
|============================================================================================== | 46%
|
|============================================================================================================= | 54%
|
|============================================================================================================================= | 62%
|
|============================================================================================================================================= | 69%
|
|============================================================================================================================================================ | 77%
|
|============================================================================================================================================================================ | 85%
|
|=========================================================================================================================================================================================== | 92%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and 30 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and 47.3 sec.
Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.3 sec.
|
| | 0%
|
|======================= | 11%
|
|============================================= | 22%
|
|==================================================================== | 33%
|
|========================================================================================== | 44%
|
|================================================================================================================= | 56%
|
|======================================================================================================================================= | 67%
|
|============================================================================================================================================================== | 78%
|
|==================================================================================================================================================================================== | 89%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 16 sec. and 36 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and 15 sec.
Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.
|
| | 0%
|
|======================= | 11%
|
|============================================= | 22%
|
|==================================================================== | 33%
|
|========================================================================================== | 44%
|
|================================================================================================================= | 56%
|
|======================================================================================================================================= | 67%
|
|============================================================================================================================================================== | 78%
|
|==================================================================================================================================================================================== | 89%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and 15 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 18.8 sec. and 30 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 32 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and 37.5 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and 26 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.
Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.8 sec. and 57.8 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and 15 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 9 variables)
Estimated computational time (on one core): between 9 sec. and 15.8 sec.
Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 9 sec.
|
| | 0%Warning in min(model.vsurf$err.pred) :
no non-missing arguments to min; returning InfThresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and 26 sec.
Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.2 sec.
|
| | 0%
|
|======================= | 11%
|
|============================================= | 22%
|
|==================================================================== | 33%
|
|========================================================================================== | 44%
|
|================================================================================================================= | 56%
|
|======================================================================================================================================= | 67%
|
|============================================================================================================================================================== | 78%
|
|==================================================================================================================================================================================== | 89%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.
Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and 12.5 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.
Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and 47.2 sec.
Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 15.7 sec.
|
| | 0%
|
|======================= | 11%
|
|============================================= | 22%
|
|==================================================================== | 33%
|
|========================================================================================== | 44%
|
|================================================================================================================= | 56%
|
|======================================================================================================================================= | 67%
|
|============================================================================================================================================================== | 78%
|
|==================================================================================================================================================================================== | 89%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and 50 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 24.5 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and 45 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 32 sec.
Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 21 sec.
|
| | 0%
|
|================= | 8%
|
|================================== | 17%
|
|=================================================== | 25%
|
|==================================================================== | 33%
|
|===================================================================================== | 42%
|
|====================================================================================================== | 50%
|
|====================================================================================================================== | 58%
|
|======================================================================================================================================= | 67%
|
|======================================================================================================================================================== | 75%
|
|========================================================================================================================================================================= | 83%
|
|========================================================================================================================================================================================== | 92%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and 34 sec.
Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.
|
| | 0%
|
|==================== | 10%
|
|========================================= | 20%
|
|============================================================= | 30%
|
|================================================================================= | 40%
|
|====================================================================================================== | 50%
|
|========================================================================================================================== | 60%
|
|============================================================================================================================================== | 70%
|
|================================================================================================================================================================== | 80%
|
|======================================================================================================================================================================================= | 90%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 32 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and 45 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and 16.5 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and 30 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 36 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.
Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and 18 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.
Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and 15 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and 49.5 sec.
Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.
|
| | 0%
|
|======================= | 11%
|
|============================================= | 22%
|
|==================================================================== | 33%
|
|========================================================================================== | 44%
|
|================================================================================================================= | 56%
|
|======================================================================================================================================= | 67%
|
|============================================================================================================================================================== | 78%
|
|==================================================================================================================================================================================== | 89%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 21 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and 40.5 sec.
Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.
|
| | 0%
|
|================ | 8%
|
|=============================== | 15%
|
|=============================================== | 23%
|
|============================================================== | 31%
|
|============================================================================== | 38%
|
|============================================================================================== | 46%
|
|============================================================================================================= | 54%
|
|============================================================================================================================= | 62%
|
|============================================================================================================================================= | 69%
|
|============================================================================================================================================================ | 77%
|
|============================================================================================================================================================================ | 85%
|
|=========================================================================================================================================================================================== | 92%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 17 sec. and 34 sec.
Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.
|
| | 0%
|
|=================================================== | 25%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================================== | 75%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and 16.5 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and 30 sec.
Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.
|
| | 0%
|
|==================================================================== | 33%
|
|======================================================================================================================================= | 67%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 28 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and 30 sec.
Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.
|
| | 0%
|
|=================================================== | 25%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================================== | 75%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 21 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 28 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and 50 sec.
Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.
|
| | 0%
|
|=================================================== | 25%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================================== | 75%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and 26 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and 40.5 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and 34 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 21 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 18.8 sec. and 30 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.
Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and 16.5 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.
Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and 13.7 sec.
Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.
|
| | 0%
|
|==================================================================== | 33%
|
|======================================================================================================================================= | 67%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 40 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and 26 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.
Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and 16.5 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 4.2 sec. and 34 sec.
Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 9 sec.
|
| | 0%
|
|======================= | 11%
|
|============================================= | 22%
|
|==================================================================== | 33%
|
|========================================================================================== | 44%
|
|================================================================================================================= | 56%
|
|======================================================================================================================================= | 67%
|
|============================================================================================================================================================== | 78%
|
|==================================================================================================================================================================================== | 89%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and 34 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and 24 sec.
Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.
|
| | 0%
|
|=================================================== | 25%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================================== | 75%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and 19.5 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and 19.5 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and 36 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 17 sec. and 34 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and 26 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 24.5 sec.
Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 15.7 sec.
|
| | 0%
|
|======================= | 11%
|
|============================================= | 22%
|
|==================================================================== | 33%
|
|========================================================================================== | 44%
|
|================================================================================================================= | 56%
|
|======================================================================================================================================= | 67%
|
|============================================================================================================================================================== | 78%
|
|==================================================================================================================================================================================== | 89%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.
Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and 11.3 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 32 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and 34 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.3 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and 11 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and 12.5 sec.
Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.
|
| | 0%
|
|=================================================== | 25%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================================== | 75%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.8 sec. and 34 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 21 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 20 sec. and 32 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 21 variables)
Estimated computational time (on one core): between 21 sec. and 57.8 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and 40.5 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and 34 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 36 sec.
Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.
|
| | 0%
|
|================== | 9%
|
|===================================== | 18%
|
|======================================================= | 27%
|
|========================================================================== | 36%
|
|============================================================================================ | 45%
|
|=============================================================================================================== | 55%
|
|================================================================================================================================= | 64%
|
|==================================================================================================================================================== | 73%
|
|====================================================================================================================================================================== | 82%
|
|========================================================================================================================================================================================= | 91%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and 40.5 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and 26 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 16 sec. and 36 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and 45 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 28 sec.
Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.
|
| | 0%
|
|=================================================== | 25%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================================== | 75%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and 26.3 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 24.5 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 24.5 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 28 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 32 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.
Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and 42.8 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and 30 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.
Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and 42.7 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.
Interpretation step (on 10 variables)
Estimated computational time (on one core): between 10 sec. and 15 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and 50 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and 34 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and 34 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and 34 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and 30 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 32 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 32 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and 22.8 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 24 variables)
Estimated computational time (on one core): between 18 sec. and 66 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and 30 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 12.2 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 32 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 21 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 12 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.8 sec. and 34 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.2 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and 38.3 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.3 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 32 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 16 sec. and 36 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.
Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and 47.5 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and 30 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.8 sec. and 34 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 9 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 32 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.3 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.
Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and 18 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and 30 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and 30 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 32 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and 26 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 22.5 sec. and 40.5 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.8 sec. and 34 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 21 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 16 sec. and 32 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 24.5 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 21 variables)
Estimated computational time (on one core): between 21 sec. and 57.8 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and 19.5 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and 19.5 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 28 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 21 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 21 variables)
Estimated computational time (on one core): between 21 sec. and 57.8 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 21 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 17.5 sec. and 21 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and 19.5 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and 30 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 28 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and 40.5 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.3 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and 33.7 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 21 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.
Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and 13.8 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%#Saving results in dataframe
sim1_retention = data.frame(cbind(t(retention_lasso), t(retention_lasso2), t(retention_RF)))
colnames(sim1_retention) = c(rep("LASSO1", n_sim), rep("LASSO2", n_sim), rep("RF_pred", n_sim))
write.csv(sim1_retention,"sim2_retention.csv", row.names = FALSE)
sim1_identification = data.frame(cbind(t(identification_lasso), t(identification_lasso2), t(identification_RF)))
colnames(sim1_identification) = c(rep("LASSO1", n_sim), rep("LASSO2", n_sim), rep("RF_pred", n_sim))
write.csv(sim1_identification,"sim2_identification.csv", row.names = FALSE)
sim1_prediction = data.frame(cbind(t(prediction_lasso), t(prediction_lasso2), t(prediction_RF)))
colnames(sim1_prediction) = c(rep("LASSO1", n_sim), rep("LASSO2", n_sim), rep("RF_pred", n_sim))
write.csv(sim1_prediction,"sim2_prediction.csv", row.names = FALSE)
end_time <- Sys.time()
cat("Duration for Number of Sims = ", n_sim, "is: ", end_time - start_time)Duration for Number of Sims = 30 is: 2.868041#--------------
# Retention Plot
#---------------
true_sparsity = sum(beta)# SUM as sparsity measure not correct if true beta not binary
plot(snr.vec, retention_frequency(retention_lasso, true_sparsity), main="Retention frequency - Simulation 2", col="blue", type = "b")
lines(snr.vec, retention_frequency(retention_lasso2, true_sparsity), col="green", type="b")lines(snr.vec, retention_frequency(retention_RF, true_sparsity), col="red", type="b")
#--------------
# Identification Plot
#---------------
true_sparsity = length(beta)# SUM as sparsity measure not correct if true beta not binary
plot(snr.vec, retention_frequency(identification_lasso, true_sparsity), main="Identification frequency - Simulation 2", col="blue", type="b", ylim=c(80,100))
points(snr.vec, retention_frequency(identification_lasso2, true_sparsity), col="green", type="b")points(snr.vec, retention_frequency(identification_RF, true_sparsity), col = "red", type="b")
#--------------
# Prediction Plot
#---------------
plot(snr.vec, error_rate(prediction_lasso), main="MSE - Simulation 2", col="blue", type="b")
points(snr.vec, error_rate(prediction_lasso2), col="green", type="b")points(snr.vec, error_rate(prediction_RF), col="red", type="b")
#--------------
# Retention Plot
#---------------
true_sparsity = sum(beta)# SUM as sparsity measure not correct if true beta not binary
plot(snr.vec, retention_frequency(retention_lasso, true_sparsity), main="Retention frequency - Simulation 2", col="blue", type = "b")
lines(snr.vec, retention_frequency(retention_lasso2, true_sparsity), col="green", type="b")lines(snr.vec, retention_frequency(retention_RF, true_sparsity), col="red", type="b")
#--------------
# Identification Plot
#---------------
true_sparsity = length(beta)# SUM as sparsity measure not correct if true beta not binary
plot(snr.vec, retention_frequency(identification_lasso, true_sparsity), main="Identification frequency - Simulation 2", col="blue", type="b", ylim=c(80,100))
points(snr.vec, retention_frequency(identification_lasso2, true_sparsity), col="green", type="b")points(snr.vec, retention_frequency(identification_RF, true_sparsity), col = "red", type="b")
#--------------
# Prediction Plot
#---------------
plot(snr.vec, error_rate(prediction_lasso), main="MSE - Simulation 2", col="blue", type="b")
points(snr.vec, error_rate(prediction_lasso2), col="green", type="b")points(snr.vec, error_rate(prediction_RF), col="red", type="b")
#--------------------------------
# Simulation 2 - only LAssos
#--------------------------------
start_time <- Sys.time()
# Number of simulations
n_sim = 100
# Signal-to-noise ratios
snr.vec = exp(seq(log(0.05),log(6),length=10))
#beta vector
beta = beta_1(p=50,s=5)
#containers to store results
retention_lasso = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
retention_lasso2 = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
retention_RF = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
identification_lasso = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
identification_lasso2 = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
identification_RF = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
prediction_lasso = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
prediction_lasso2 = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
prediction_RF = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
#Simulation
for (j in 1:length(snr.vec)){
SNR = snr.vec[j]
for (i in 1:n_sim){
df <- simulate(n=100, p=50, rho=0.5, beta=beta, SNR = SNR)$df
res_lasso = cv.lasso(data=df, beta=beta)
retention_lasso[i, j] = res_lasso$retention
identification_lasso[i, j] = res_lasso$identification
prediction_lasso[i, j] = res_lasso$mse
res_lasso2 = cv.lasso_2(data=df, beta=beta)
retention_lasso2[i, j] = res_lasso2$retention
identification_lasso2[i, j] = res_lasso2$identification
prediction_lasso2[i, j] = res_lasso2$mse
#res_RF = RF_VSURF(data=df, beta=beta)
#retention_RF[i, j] = res_RF$retention
#identification_RF[i, j] = res_RF$identification
# prediction_RF[i, j] = res_RF$OOB_error
}
}
#Saving results in dataframe
sim1_retention = data.frame(cbind(t(retention_lasso), t(retention_lasso2), t(retention_RF)))
colnames(sim1_retention) = c(rep("LASSO1", n_sim), rep("LASSO2", n_sim), rep("RF_pred", n_sim))
write.csv(sim1_retention,"sim2_retention.csv", row.names = FALSE)
sim1_identification = data.frame(cbind(t(identification_lasso), t(identification_lasso2), t(identification_RF)))
colnames(sim1_identification) = c(rep("LASSO1", n_sim), rep("LASSO2", n_sim), rep("RF_pred", n_sim))
write.csv(sim1_identification,"sim2_identification.csv", row.names = FALSE)
sim1_prediction = data.frame(cbind(t(prediction_lasso), t(prediction_lasso2), t(prediction_RF)))
colnames(sim1_prediction) = c(rep("LASSO1", n_sim), rep("LASSO2", n_sim), rep("RF_pred", n_sim))
write.csv(sim1_prediction,"sim2_prediction.csv", row.names = FALSE)
end_time <- Sys.time()
cat("Duration for Number of Sims = ", n_sim, "is: ", end_time - start_time)Duration for Number of Sims = 100 is: 3.114549#--------------
# Retention Plot
#---------------
true_sparsity = sum(beta)# SUM as sparsity measure not correct if true beta not binary
plot(snr.vec, retention_frequency(retention_lasso, true_sparsity), main="Retention frequency - Simulation 2", col="blue", type = "b")
lines(snr.vec, retention_frequency(retention_lasso2, true_sparsity), col="green", type="b")lines(snr.vec, retention_frequency(retention_RF, true_sparsity), col="red", type="b")
#--------------
# Identification Plot
#---------------
true_sparsity = length(beta)# SUM as sparsity measure not correct if true beta not binary
plot(snr.vec, retention_frequency(identification_lasso, true_sparsity), main="Identification frequency - Simulation 2", col="blue", type="b", ylim=c(80,100))
points(snr.vec, retention_frequency(identification_lasso2, true_sparsity), col="green", type="b")points(snr.vec, retention_frequency(identification_RF, true_sparsity), col = "red", type="b")
#--------------
# Prediction Plot
#---------------
plot(snr.vec, error_rate(prediction_lasso), main="MSE - Simulation 2", col="blue", type="b")
points(snr.vec, error_rate(prediction_lasso2), col="green", type="b")points(snr.vec, error_rate(prediction_RF), col="red", type="b")
#--------------------------------
# Simulation 3 - beta 3
#--------------------------------
start_time <- Sys.time()
# Number of simulations
n_sim = 15
# Signal-to-noise ratios
snr.vec = exp(seq(log(0.05),log(6),length=10))
#beta vector
beta = beta_3(p=50,s=5, value=0.5)
#containers to store results
retention_lasso = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
retention_lasso2 = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
retention_RF = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
identification_lasso = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
identification_lasso2 = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
identification_RF = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
prediction_lasso = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
prediction_lasso2 = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
prediction_RF = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
#Simulation
for (j in 1:length(snr.vec)){
SNR = snr.vec[j]
for (i in 1:n_sim){
df <- simulate(n=100, p=50, rho=0.5, beta=beta, SNR = SNR)$df
res_lasso = cv.lasso(data=df, beta=beta)
retention_lasso[i, j] = res_lasso$retention
identification_lasso[i, j] = res_lasso$identification
prediction_lasso[i, j] = res_lasso$mse
res_lasso2 = cv.lasso_2(data=df, beta=beta)
retention_lasso2[i, j] = res_lasso2$retention
identification_lasso2[i, j] = res_lasso2$identification
prediction_lasso2[i, j] = res_lasso2$mse
res_RF = RF_VSURF(data=df, beta=beta)
retention_RF[i, j] = res_RF$retention
identification_RF[i, j] = res_RF$identification
prediction_RF[i, j] = res_RF$OOB_error
}
}Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 36 sec.
Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.
|
| | 0%
|
|=================================================== | 25%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================================== | 75%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and 18 sec.
Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.
|
| | 0%
|
|================== | 9%
|
|===================================== | 18%
|
|======================================================= | 27%
|
|========================================================================== | 36%
|
|============================================================================================ | 45%
|
|=============================================================================================================== | 55%
|
|================================================================================================================================= | 64%
|
|==================================================================================================================================================== | 73%
|
|====================================================================================================================================================================== | 82%
|
|========================================================================================================================================================================================= | 91%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54.5 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 28 sec.
Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.
|
| | 0%
|
|================== | 9%
|
|===================================== | 18%
|
|======================================================= | 27%
|
|========================================================================== | 36%
|
|============================================================================================ | 45%
|
|=============================================================================================================== | 55%
|
|================================================================================================================================= | 64%
|
|==================================================================================================================================================== | 73%
|
|====================================================================================================================================================================== | 82%
|
|========================================================================================================================================================================================= | 91%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and 21 sec.
Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.
|
| | 0%
|
|=================================================== | 25%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================================== | 75%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and 15.8 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and 49.5 sec.
Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 24 sec.
|
| | 0%
|
|================= | 8%
|
|================================== | 17%
|
|=================================================== | 25%
|
|==================================================================== | 33%
|
|===================================================================================== | 42%
|
|====================================================================================================== | 50%
|
|====================================================================================================================== | 58%
|
|======================================================================================================================================= | 67%
|
|======================================================================================================================================================== | 75%
|
|========================================================================================================================================================================= | 83%
|
|========================================================================================================================================================================================== | 92%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.
Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and 15 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and 15 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.
Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and 13.5 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.
Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and 57.7 sec.
Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 24 sec.
|
| | 0%
|
|================= | 8%
|
|================================== | 17%
|
|=================================================== | 25%
|
|==================================================================== | 33%
|
|===================================================================================== | 42%
|
|====================================================================================================== | 50%
|
|====================================================================================================================== | 58%
|
|======================================================================================================================================= | 67%
|
|======================================================================================================================================================== | 75%
|
|========================================================================================================================================================================= | 83%
|
|========================================================================================================================================================================================== | 92%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and 19.5 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 40 sec.
Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.
|
| | 0%
|
|==================== | 10%
|
|========================================= | 20%
|
|============================================================= | 30%
|
|================================================================================= | 40%
|
|====================================================================================================== | 50%
|
|========================================================================================================================== | 60%
|
|============================================================================================================================================== | 70%
|
|================================================================================================================================================================== | 80%
|
|======================================================================================================================================================================================= | 90%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 40 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.
Interpretation step (on 10 variables)
Estimated computational time (on one core): between 10 sec. and 17.5 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 55 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 28 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and 47.5 sec.
Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.8 sec.
|
| | 0%
|
|================== | 9%
|
|===================================== | 18%
|
|======================================================= | 27%
|
|========================================================================== | 36%
|
|============================================================================================ | 45%
|
|=============================================================================================================== | 55%
|
|================================================================================================================================= | 64%
|
|==================================================================================================================================================== | 73%
|
|====================================================================================================================================================================== | 82%
|
|========================================================================================================================================================================================= | 91%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and 30 sec.
Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.
|
| | 0%
|
|======================= | 11%
|
|============================================= | 22%
|
|==================================================================== | 33%
|
|========================================================================================== | 44%
|
|================================================================================================================= | 56%
|
|======================================================================================================================================= | 67%
|
|============================================================================================================================================================== | 78%
|
|==================================================================================================================================================================================== | 89%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.
Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and 12.5 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 55.5 sec.
Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and 13.8 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and 40.5 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 18.7 sec. and 33.7 sec.
Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.
|
| | 0%
|
|==================== | 10%
|
|========================================= | 20%
|
|============================================================= | 30%
|
|================================================================================= | 40%
|
|====================================================================================================== | 50%
|
|========================================================================================================================== | 60%
|
|============================================================================================================================================== | 70%
|
|================================================================================================================================================================== | 80%
|
|======================================================================================================================================================================================= | 90%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and 15.8 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and 22.8 sec.
Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.
|
| | 0%
|
|=================================================== | 25%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================================== | 75%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and 40.5 sec.
Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.
|
| | 0%
|
|================= | 8%
|
|================================== | 17%
|
|=================================================== | 25%
|
|==================================================================== | 33%
|
|===================================================================================== | 42%
|
|====================================================================================================== | 50%
|
|====================================================================================================================== | 58%
|
|======================================================================================================================================= | 67%
|
|======================================================================================================================================================== | 75%
|
|========================================================================================================================================================================= | 83%
|
|========================================================================================================================================================================================== | 92%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 55.5 sec.
Interpretation step (on 9 variables)
Estimated computational time (on one core): between 11.2 sec. and 18 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and 21 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.
Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and 8 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
|
| | 0%Warning in min(model.vsurf$err.pred) :
no non-missing arguments to min; returning InfThresholding step
Estimated computational time (on one core): 53 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and 26 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and 26 sec.
Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.
|
| | 0%
|
|================== | 9%
|
|===================================== | 18%
|
|======================================================= | 27%
|
|========================================================================== | 36%
|
|============================================================================================ | 45%
|
|=============================================================================================================== | 55%
|
|================================================================================================================================= | 64%
|
|==================================================================================================================================================== | 73%
|
|====================================================================================================================================================================== | 82%
|
|========================================================================================================================================================================================= | 91%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.
Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and 24 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 55.5 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 17.5 sec. and 24.5 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 28 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.
Interpretation step (on 7 variables)
Estimated computational time (on one core): between 7 sec. and 8.8 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.
Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and 15 sec.
Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.
|
| | 0%
|
|======================= | 11%
|
|============================================= | 22%
|
|==================================================================== | 33%
|
|========================================================================================== | 44%
|
|================================================================================================================= | 56%
|
|======================================================================================================================================= | 67%
|
|============================================================================================================================================================== | 78%
|
|==================================================================================================================================================================================== | 89%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.
Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and 13.5 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.
Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and 24 sec.
Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.
|
| | 0%
|
|==================================================================== | 33%
|
|======================================================================================================================================= | 67%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.
Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and 16.5 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 19 variables)
Estimated computational time (on one core): between 19 sec. and 52.3 sec.
Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.
|
| | 0%
|
|==================== | 10%
|
|========================================= | 20%
|
|============================================================= | 30%
|
|================================================================================= | 40%
|
|====================================================================================================== | 50%
|
|========================================================================================================================== | 60%
|
|============================================================================================================================================== | 70%
|
|================================================================================================================================================================== | 80%
|
|======================================================================================================================================================================================= | 90%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.
Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and 19.3 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and 37.5 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 22.5 sec. and 45 sec.
Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.
|
| | 0%
|
|=================================================== | 25%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================================== | 75%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.
Interpretation step (on 10 variables)
Estimated computational time (on one core): between 10 sec. and 17.5 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.
Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and 47.5 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 21 sec.
Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.
|
| | 0%
|
|==================== | 10%
|
|========================================= | 20%
|
|============================================================= | 30%
|
|================================================================================= | 40%
|
|====================================================================================================== | 50%
|
|========================================================================================================================== | 60%
|
|============================================================================================================================================== | 70%
|
|================================================================================================================================================================== | 80%
|
|======================================================================================================================================================================================= | 90%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.
Interpretation step (on 6 variables)
Estimated computational time (on one core): between 4.5 sec. and 4.5 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%Warning in min(model.vsurf$err.pred) :
no non-missing arguments to min; returning InfThresholding step
Estimated computational time (on one core): 51 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 24.5 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and 45 sec.
Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.
|
| | 0%
|
|================= | 8%
|
|================================== | 17%
|
|=================================================== | 25%
|
|==================================================================== | 33%
|
|===================================================================================== | 42%
|
|====================================================================================================== | 50%
|
|====================================================================================================================== | 58%
|
|======================================================================================================================================= | 67%
|
|======================================================================================================================================================== | 75%
|
|========================================================================================================================================================================= | 83%
|
|========================================================================================================================================================================================== | 92%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 32 sec.
Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.
|
| | 0%
|
|==================== | 10%
|
|========================================= | 20%
|
|============================================================= | 30%
|
|================================================================================= | 40%
|
|====================================================================================================== | 50%
|
|========================================================================================================================== | 60%
|
|============================================================================================================================================== | 70%
|
|================================================================================================================================================================== | 80%
|
|======================================================================================================================================================================================= | 90%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and 33.7 sec.
Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.
|
| | 0%
|
|==================== | 10%
|
|========================================= | 20%
|
|============================================================= | 30%
|
|================================================================================= | 40%
|
|====================================================================================================== | 50%
|
|========================================================================================================================== | 60%
|
|============================================================================================================================================== | 70%
|
|================================================================================================================================================================== | 80%
|
|======================================================================================================================================================================================= | 90%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 28 sec.
Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 19.3 sec.
|
| | 0%
|
|================== | 9%
|
|===================================== | 18%
|
|======================================================= | 27%
|
|========================================================================== | 36%
|
|============================================================================================ | 45%
|
|=============================================================================================================== | 55%
|
|================================================================================================================================= | 64%
|
|==================================================================================================================================================== | 73%
|
|====================================================================================================================================================================== | 82%
|
|========================================================================================================================================================================================= | 91%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 10 variables)
Estimated computational time (on one core): between 12.5 sec. and 12.5 sec.
Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.
|
| | 0%Warning in min(model.vsurf$err.pred) :
no non-missing arguments to min; returning InfThresholding step
Estimated computational time (on one core): 52 sec.
Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and 13.5 sec.
Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.
|
| | 0%
|
|=================================================== | 25%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================================== | 75%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 7 variables)
Estimated computational time (on one core): between 5.2 sec. and 8.8 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 28 sec.
Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1.5 sec.
|
| | 0%
|
|====================================================================================================== | 50%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and 34 sec.
Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 28 sec.
|
| | 0%
|
|============== | 7%
|
|============================= | 14%
|
|============================================ | 21%
|
|========================================================== | 29%
|
|======================================================================== | 36%
|
|======================================================================================= | 43%
|
|====================================================================================================== | 50%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================== | 64%
|
|================================================================================================================================================= | 71%
|
|================================================================================================================================================================ | 79%
|
|============================================================================================================================================================================== | 86%
|
|============================================================================================================================================================================================ | 93%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 9 variables)
Estimated computational time (on one core): between 9 sec. and 15.8 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and 37.5 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and 19.3 sec.
Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1.5 sec.
|
| | 0%
|
|====================================================================================================== | 50%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and 57.7 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 36 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 28 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.
Interpretation step (on 11 variables)
Estimated computational time (on one core): between 13.7 sec. and 11 sec.
Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.2 sec.
|
| | 0%
|
|======================= | 11%
|
|============================================= | 22%
|
|==================================================================== | 33%
|
|========================================================================================== | 44%
|
|================================================================================================================= | 56%
|
|======================================================================================================================================= | 67%
|
|============================================================================================================================================================== | 78%
|
|==================================================================================================================================================================================== | 89%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and 30 sec.
Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.
|
| | 0%
|
|==================================================================== | 33%
|
|======================================================================================================================================= | 67%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.
Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and 42.7 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.
Interpretation step (on 10 variables)
Estimated computational time (on one core): between 10 sec. and 12.5 sec.
Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 5 sec.
|
| | 0%
|
|=================================================== | 25%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================================== | 75%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and 40.5 sec.
Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 28 sec.
|
| | 0%
|
|============== | 7%
|
|============================= | 14%
|
|============================================ | 21%
|
|========================================================== | 29%
|
|======================================================================== | 36%
|
|======================================================================================= | 43%
|
|====================================================================================================== | 50%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================== | 64%
|
|================================================================================================================================================= | 71%
|
|================================================================================================================================================================ | 79%
|
|============================================================================================================================================================================== | 86%
|
|============================================================================================================================================================================================ | 93%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and 19.3 sec.
Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1.5 sec.
|
| | 0%
|
|====================================================================================================== | 50%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.
Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and 45 sec.
Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.
|
| | 0%
|
|==================== | 10%
|
|========================================= | 20%
|
|============================================================= | 30%
|
|================================================================================= | 40%
|
|====================================================================================================== | 50%
|
|========================================================================================================================== | 60%
|
|============================================================================================================================================== | 70%
|
|================================================================================================================================================================== | 80%
|
|======================================================================================================================================================================================= | 90%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and 40.5 sec.
Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 3 sec.
|
| | 0%
|
|==================================================================== | 33%
|
|======================================================================================================================================= | 67%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.
Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and 57.7 sec.
Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 28 sec.
|
| | 0%
|
|============= | 6%
|
|========================= | 12%
|
|====================================== | 19%
|
|=================================================== | 25%
|
|=============================================================== | 31%
|
|============================================================================ | 38%
|
|========================================================================================= | 44%
|
|====================================================================================================== | 50%
|
|================================================================================================================== | 56%
|
|=============================================================================================================================== | 62%
|
|============================================================================================================================================ | 69%
|
|======================================================================================================================================================== | 75%
|
|===================================================================================================================================================================== | 81%
|
|================================================================================================================================================================================== | 88%
|
|============================================================================================================================================================================================== | 94%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.
Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and 49.5 sec.
Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.
|
| | 0%
|
|==================== | 10%
|
|========================================= | 20%
|
|============================================================= | 30%
|
|================================================================================= | 40%
|
|====================================================================================================== | 50%
|
|========================================================================================================================== | 60%
|
|============================================================================================================================================== | 70%
|
|================================================================================================================================================================== | 80%
|
|======================================================================================================================================================================================= | 90%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and 30 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 21 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 18.8 sec. and 26.2 sec.
Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.3 sec.
|
| | 0%
|
|======================= | 11%
|
|============================================= | 22%
|
|==================================================================== | 33%
|
|========================================================================================== | 44%
|
|================================================================================================================= | 56%
|
|======================================================================================================================================= | 67%
|
|============================================================================================================================================================== | 78%
|
|==================================================================================================================================================================================== | 89%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 24.5 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 16.2 sec. and 26 sec.
Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 15.8 sec.
|
| | 0%
|
|======================= | 11%
|
|============================================= | 22%
|
|==================================================================== | 33%
|
|========================================================================================== | 44%
|
|================================================================================================================= | 56%
|
|======================================================================================================================================= | 67%
|
|============================================================================================================================================================== | 78%
|
|==================================================================================================================================================================================== | 89%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and 26.3 sec.
Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.
|
| | 0%
|
|================== | 9%
|
|===================================== | 18%
|
|======================================================= | 27%
|
|========================================================================== | 36%
|
|============================================================================================ | 45%
|
|=============================================================================================================== | 55%
|
|================================================================================================================================= | 64%
|
|==================================================================================================================================================== | 73%
|
|====================================================================================================================================================================== | 82%
|
|========================================================================================================================================================================================= | 91%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.
Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and 15 sec.
Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 10 sec.
|
| | 0%Warning in min(model.vsurf$err.pred) :
no non-missing arguments to min; returning InfThresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 21 sec.
Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.
|
| | 0%
|
|=================================================== | 25%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================================== | 75%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 23 variables)
Estimated computational time (on one core): between 23 sec. and 63.2 sec.
Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 2 sec.
|
| | 0%
|
|====================================================================================================== | 50%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and 42.7 sec.
Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.
|
| | 0%
|
|======================= | 11%
|
|============================================= | 22%
|
|==================================================================== | 33%
|
|========================================================================================== | 44%
|
|================================================================================================================= | 56%
|
|======================================================================================================================================= | 67%
|
|============================================================================================================================================================== | 78%
|
|==================================================================================================================================================================================== | 89%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 24.5 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 28 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.
Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and 18 sec.
Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.
|
| | 0%
|
|================== | 9%
|
|===================================== | 18%
|
|======================================================= | 27%
|
|========================================================================== | 36%
|
|============================================================================================ | 45%
|
|=============================================================================================================== | 55%
|
|================================================================================================================================= | 64%
|
|==================================================================================================================================================== | 73%
|
|====================================================================================================================================================================== | 82%
|
|========================================================================================================================================================================================= | 91%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and 45 sec.
Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.
|
| | 0%
|
|======================= | 11%
|
|============================================= | 22%
|
|==================================================================== | 33%
|
|========================================================================================== | 44%
|
|================================================================================================================= | 56%
|
|======================================================================================================================================= | 67%
|
|============================================================================================================================================================== | 78%
|
|==================================================================================================================================================================================== | 89%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 18.7 sec. and 33.7 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 23 variables)
Estimated computational time (on one core): between 17.2 sec. and 51.7 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and 19.5 sec.
Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.8 sec.
|
| | 0%
|
|================== | 9%
|
|===================================== | 18%
|
|======================================================= | 27%
|
|========================================================================== | 36%
|
|============================================================================================ | 45%
|
|=============================================================================================================== | 55%
|
|================================================================================================================================= | 64%
|
|==================================================================================================================================================== | 73%
|
|====================================================================================================================================================================== | 82%
|
|========================================================================================================================================================================================= | 91%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 28 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 24 variables)
Estimated computational time (on one core): between 18 sec. and 66 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and 38.2 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and 30 sec.
Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.
|
| | 0%
|
|==================== | 10%
|
|========================================= | 20%
|
|============================================================= | 30%
|
|================================================================================= | 40%
|
|====================================================================================================== | 50%
|
|========================================================================================================================== | 60%
|
|============================================================================================================================================== | 70%
|
|================================================================================================================================================================== | 80%
|
|======================================================================================================================================================================================= | 90%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.
Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and 24 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and 24 sec.
Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.
|
| | 0%
|
|======================= | 11%
|
|============================================= | 22%
|
|==================================================================== | 33%
|
|========================================================================================== | 44%
|
|================================================================================================================= | 56%
|
|======================================================================================================================================= | 67%
|
|============================================================================================================================================================== | 78%
|
|==================================================================================================================================================================================== | 89%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and 30 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 56.5 sec.
Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and 42.7 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 32 sec.
Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 21 sec.
|
| | 0%
|
|================= | 8%
|
|================================== | 17%
|
|=================================================== | 25%
|
|==================================================================== | 33%
|
|===================================================================================== | 42%
|
|====================================================================================================== | 50%
|
|====================================================================================================================== | 58%
|
|======================================================================================================================================= | 67%
|
|======================================================================================================================================================== | 75%
|
|========================================================================================================================================================================= | 83%
|
|========================================================================================================================================================================================== | 92%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 23 variables)
Estimated computational time (on one core): between 17.2 sec. and 63.3 sec.
Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 15.8 sec.
|
| | 0%
|
|======================= | 11%
|
|============================================= | 22%
|
|==================================================================== | 33%
|
|========================================================================================== | 44%
|
|================================================================================================================= | 56%
|
|======================================================================================================================================= | 67%
|
|============================================================================================================================================================== | 78%
|
|==================================================================================================================================================================================== | 89%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and 40.5 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and 29.8 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and 45 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 32 sec.
Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.
|
| | 0%
|
|==================== | 10%
|
|========================================= | 20%
|
|============================================================= | 30%
|
|================================================================================= | 40%
|
|====================================================================================================== | 50%
|
|========================================================================================================================== | 60%
|
|============================================================================================================================================== | 70%
|
|================================================================================================================================================================== | 80%
|
|======================================================================================================================================================================================= | 90%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and 36 sec.
Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.
|
| | 0%
|
|======================= | 11%
|
|============================================= | 22%
|
|==================================================================== | 33%
|
|========================================================================================== | 44%
|
|================================================================================================================= | 56%
|
|======================================================================================================================================= | 67%
|
|============================================================================================================================================================== | 78%
|
|==================================================================================================================================================================================== | 89%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.
Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and 47.5 sec.
Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.
|
| | 0%
|
|================= | 8%
|
|================================== | 17%
|
|=================================================== | 25%
|
|==================================================================== | 33%
|
|===================================================================================== | 42%
|
|====================================================================================================== | 50%
|
|====================================================================================================================== | 58%
|
|======================================================================================================================================= | 67%
|
|======================================================================================================================================================== | 75%
|
|========================================================================================================================================================================= | 83%
|
|========================================================================================================================================================================================== | 92%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and 26 sec.
Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.
|
| | 0%
|
|=================================================== | 25%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================================== | 75%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 28 sec.
Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 9 sec.
|
| | 0%
|
|======================= | 11%
|
|============================================= | 22%
|
|==================================================================== | 33%
|
|========================================================================================== | 44%
|
|================================================================================================================= | 56%
|
|======================================================================================================================================= | 67%
|
|============================================================================================================================================================== | 78%
|
|==================================================================================================================================================================================== | 89%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and 34 sec.
Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.
|
| | 0%
|
|=================================================== | 25%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================================== | 75%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and 36 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 32 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.
Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and 57.8 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and 40.5 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.
Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and 12.5 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and 33.7 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 24.5 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.
Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and 55 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and 33.7 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 21 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.
Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and 40 sec.
Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.
|
| | 0%
|
|==================================================================== | 33%
|
|======================================================================================================================================= | 67%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and 28 sec.
Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.
|
| | 0%
|
|========================= | 12%
|
|=================================================== | 25%
|
|============================================================================ | 38%
|
|====================================================================================================== | 50%
|
|=============================================================================================================================== | 62%
|
|======================================================================================================================================================== | 75%
|
|================================================================================================================================================================================== | 88%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.
Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and 19.5 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 20 sec. and 32 sec.
Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.
|
| | 0%
|
|=================================================== | 25%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================================== | 75%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 17 sec. and 34 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and 33.7 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and 34 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.
Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and 24 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.
Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and 21 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and 36 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and 47.5 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and 30 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and 29.8 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and 42.7 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and 30 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.
Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and 42.7 sec.
Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.
|
| | 0%
|
|==================================================================== | 33%
|
|======================================================================================================================================= | 67%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.
Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and 60.5 sec.
Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.
|
| | 0%
|
|=================================================== | 25%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================================== | 75%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 32 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and 30 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 32 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 32 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.
Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and 52.5 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 32 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and 36 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and 40.5 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.
Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and 34 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.
Interpretation step (on 16 variables)
Estimated computational time (on one core): between 16 sec. and 32 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and 40 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and 42.7 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.
Interpretation step (on 18 variables)
Estimated computational time (on one core): between 18 sec. and 36 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.
Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and 30 sec.
Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.
|
| | 0%
|
|========================================= | 20%
|
|================================================================================= | 40%
|
|========================================================================================================================== | 60%
|
|================================================================================================================================================================== | 80%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.
Interpretation step (on 14 variables)
Estimated computational time (on one core): between 14 sec. and 21 sec.
Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.
|
| | 0%
|
|================================== | 17%
|
|==================================================================== | 33%
|
|====================================================================================================== | 50%
|
|======================================================================================================================================= | 67%
|
|========================================================================================================================================================================= | 83%
|
|===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.
Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and 45 sec.
Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.
|
| | 0%
|
|============================= | 14%
|
|========================================================== | 29%
|
|======================================================================================= | 43%
|
|==================================================================================================================== | 57%
|
|================================================================================================================================================= | 71%
|
|============================================================================================================================================================================== | 86%
|
|===========================================================================================================================================================================================================| 100%#Saving results in dataframe
sim3_retention = data.frame(cbind(t(retention_lasso), t(retention_lasso2), t(retention_RF)))
colnames(sim3_retention) = c(rep("LASSO1", n_sim), rep("LASSO2", n_sim), rep("RF_pred", n_sim))
write.csv(sim3_retention,"sim3_retention.csv", row.names = FALSE)
sim3_identification = data.frame(cbind(t(identification_lasso), t(identification_lasso2), t(identification_RF)))
colnames(sim3_identification) = c(rep("LASSO1", n_sim), rep("LASSO2", n_sim), rep("RF_pred", n_sim))
write.csv(sim3_identification,"sim3_identification.csv", row.names = FALSE)
sim3_prediction = data.frame(cbind(t(prediction_lasso), t(prediction_lasso2), t(prediction_RF)))
colnames(sim3_prediction) = c(rep("LASSO1", n_sim), rep("LASSO2", n_sim), rep("RF_pred", n_sim))
write.csv(sim3_prediction,"sim3_prediction.csv", row.names = FALSE)
end_time <- Sys.time()
cat("Duration for Number of Sims = ", n_sim, "is: ", end_time - start_time)Duration for Number of Sims = 15 is: 1.454511#--------------
# Retention Plot
#---------------
true_sparsity = sum(beta)# SUM as sparsity measure not correct if true beta not binary
plot(snr.vec, retention_frequency(retention_lasso, true_sparsity), main="Retention frequency lasso - conservative", col="blue", type = "b")
lines(snr.vec, retention_frequency(retention_lasso2, true_sparsity), main="Retention frequency lasso - optimal pred", col="green", type="b")lines(snr.vec, retention_frequency(retention_RF, true_sparsity), main="Retention frequency VSURF - prediction", col="red", type="b")
#--------------
# Identification Plot
#---------------
true_sparsity = length(beta)# SUM as sparsity measure not correct if true beta not binary
plot(snr.vec, retention_frequency(identification_lasso, true_sparsity), main="Identification frequency lasso - conservative", col="blue", type="b", ylim=c(75,100))
points(snr.vec, retention_frequency(identification_lasso2, true_sparsity), main="Identification frequency lasso - optimal pred", col="green", type="b")points(snr.vec, retention_frequency(identification_RF, true_sparsity), main="Identification frequency VSURF - prediction", col = "red", type="b")
#--------------
# Prediction Plot
#---------------
plot(snr.vec, error_rate(prediction_lasso), main="MSE lasso - conservative", col="blue", type="b")
points(snr.vec, error_rate(prediction_lasso2), main="MSE lasso - optimal pred", col="green", type="b")points(snr.vec, error_rate(prediction_RF), main="MSE VSURF - prediction", col="red", type="b")
#--------------
# Retention Plot
#---------------
true_sparsity = sum(beta)# SUM as sparsity measure not correct if true beta not binary
plot(snr.vec, retention_frequency(retention_lasso, true_sparsity), main="Retention frequency lasso - conservative", col="blue", type = "b")
lines(snr.vec, retention_frequency(retention_lasso2, true_sparsity), main="Retention frequency lasso - optimal pred", col="green", type="b")lines(snr.vec, retention_frequency(retention_RF, true_sparsity), main="Retention frequency VSURF - prediction", col="red", type="b")
#--------------
# Identification Plot
#---------------
true_sparsity = length(beta)# SUM as sparsity measure not correct if true beta not binary
plot(snr.vec, retention_frequency(identification_lasso, true_sparsity), main="Identification frequency lasso - conservative", col="blue", type="b", ylim=c(0,20))
points(snr.vec, retention_frequency(identification_lasso2, true_sparsity), main="Identification frequency lasso - optimal pred", col="green", type="b")points(snr.vec, retention_frequency(identification_RF, true_sparsity), main="Identification frequency VSURF - prediction", col = "red", type="b")
#--------------
# Prediction Plot
#---------------
plot(snr.vec, error_rate(prediction_lasso), main="MSE lasso - conservative", col="blue", type="b")
points(snr.vec, error_rate(prediction_lasso2), main="MSE lasso - optimal pred", col="green", type="b")points(snr.vec, error_rate(prediction_RF), main="MSE VSURF - prediction", col="red", type="b")
---
title: "R Notebook"
output: html_notebook
---



```{r}
#Installing packages#
#install.packages("parallel")
```

Add a new chunk by clicking the *Insert Chunk* button on the toolbar or by pressing *Ctrl+Alt+I*.
```{r}
library(MASS)
library(Matrix)
library(glmnet)
library(Rcpp)
library(VSURF)
library(stats)
library(parallel)
```
```{r}
#Import auxiliary functions
source("auxiliary_functions.R", local=FALSE)
```
```{r}
set.seed(456)
```

When you save the notebook, an HTML file containing the code and output will be saved alongside it (click the *Preview* button or press *Ctrl+Shift+K* to preview the HTML file).

The preview shows you a rendered HTML copy of the contents of the editor. Consequently, unlike *Knit*, *Preview* does not run any R code chunks. Instead, the output of the chunk when it was last run in the editor is displayed.
```{r}
beta = beta_1(p=100,s=5)
df <- simulate(n=100, p=100, rho=0.5, beta=beta, SNR = 1)$df
x <- data.matrix(df[,-1]) #explan var, glmnet can't use dataframe
y <- data.matrix(df[,1]) #dependent var, glmnet can't use dataframe

cv.out = cv.glmnet(x, y, alpha = 1, intercept=FALSE) # Fit lasso model on training data
plot(cv.out) # Draw plot of training MSE as a function of lambda
lam = cv.out$lambda.1se # Select more conservative lambda for variable selection


lasso_coef = predict(cv.out, type = "coefficients", s = lam) # Display coefficients using lambda chosen by CV
```


```{r}

beta = beta_2(p=50,s=5)
df <- simulate(n=100, p=50, rho=0.5, beta=beta, SNR = 1)$df
result = RF_VSURF(data=df, beta=beta)

```






```{r}
RF_VSURF <- function(data, #data frame - dependent variable first
                     beta #true coefficients
){
  #--------------------------
  # Uses VSURF prediction under parallelization and
  # returns number of correctly identified  significant variables.
  # Mytree and ntree are set to default
  # ------------------------- 
  x <- data.matrix(data[,-1]) #explan var, glmnet can't use dataframe
  y <- data.matrix(data[,1]) #dependent var, glmnet can't use dataframe
  
  defaultW <- getOption("warn")  #Turn off warning messages
  options(warn = -1) 
  

  #Variable Selection using Random Forest
  model.vsurf <- VSURF(x=x, y=y, parallel = TRUE , ncores= 4)
  
  options(warn = defaultW) #re-enable warning messages

  #---------------------
  # Retention Frequency
  #---------------------
  #Create boolian vector of selected coefficients
  loc = model.vsurf$varselect.pred # location of significant coefficients
  estim_var = rep(0, length(beta)) #create zero vector of correct length
  estim_var[loc] = 1 #populate zero vector
  
  retention = var_retention(estim_var, beta) #counts only significant variables
  identification = var_identification(estim_var, beta) #counts all vars

  #---------------------
  # Number Nonzero elements
  #--------------------- 
  nonzero = var_nonzero(estim_var, beta) #count nonzero vars
  
  #---------------------
  # OOB error
  #---------------------
  OOB_error = min(model.vsurf$err.pred) # VSURF returns a vector, final element is (minimal) OOB error and includes all !prediction! variables
  
  result = list("retention" = retention, "identification" = identification, "OOB_error" = OOB_error)
  
  return(result)
}
  

```








```{r}
cv.lasso_2 <- function(data, #data frame - dependent variable first
                     beta # true coefficients
){
  #--------------------------
  # Uses 10 fold CV and uses 1 SE lambda
  # as conservative estimate for variable selection
  # -------------------------
  x <- data.matrix(data[,-1]) #explan var, glmnet can't use dataframe
  y <- data.matrix(data[,1]) #dependent var, glmnet can't use dataframe
  
  cv.out = cv.glmnet(x, y, alpha = 1, intercept=FALSE) # Fit lasso model on training data
  #lam = cv.out$lambda.1se # Select more conservative lambda for variable selection
  lam = cv.out$lambda.min
  
  #---------------------
  # Retention Frequency
  #---------------------
  lasso_coef = predict(cv.out, type = "coefficients", s = lam) # Display coefficients using lambda chosen by CV
  retention = var_retention(lasso_coef, beta) #counts significant vars
  identification = var_identification(lasso_coef, beta) #counts all vars

  #---------------------
  # Number Nonzero elements
  #--------------------- 
  nonzero = var_nonzero(lasso_coef, beta) #count nonzero vars
  
  #---------------------
  # MSE
  #---------------------
  mse <- cv.out$cvm[cv.out$lambda == cv.out$lambda.1se]
  
  
  results = list("retention" = retention, "identification" =identification, "mse" = mse)
  return(results)
}
```


```{r}
#--------------------------------
# Simulation 1
#--------------------------------

start_time <- Sys.time()

# Number of simulations
n_sim = 30
# Signal-to-noise ratios 
snr.vec = exp(seq(log(0.05),log(6),length=10))
#beta vector
beta = beta_1(p=50,s=5)
#containers to store results
retention_lasso = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
retention_lasso2 = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
retention_RF = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value

identification_lasso = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
identification_lasso2 = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
identification_RF = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value

prediction_lasso = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
prediction_lasso2 = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
prediction_RF = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value

#Simulation
for (j in 1:length(snr.vec)){
    SNR = snr.vec[j]
    for (i in 1:n_sim){
        df <- simulate(n=100, p=50, rho=0.5, beta=beta, SNR = SNR)$df 
        res_lasso = cv.lasso(data=df, beta=beta)
        retention_lasso[i, j] = res_lasso$retention   
        identification_lasso[i, j] = res_lasso$identification
        prediction_lasso[i, j] = res_lasso$mse
        
        res_lasso2 = cv.lasso_2(data=df, beta=beta)
        retention_lasso2[i, j] = res_lasso2$retention   
        identification_lasso2[i, j] = res_lasso2$identification
        prediction_lasso2[i, j] = res_lasso2$mse
        
        res_RF = RF_VSURF(data=df, beta=beta)
        retention_RF[i, j] = res_RF$retention   
        identification_RF[i, j] = res_RF$identification
        prediction_RF[i, j] = res_RF$OOB_error
        
    }
}

#Saving results in dataframe
sim1_retention = data.frame(cbind(t(retention_lasso), t(retention_lasso2), t(retention_RF)))
colnames(sim1_retention) = c(rep("LASSO1", n_sim), rep("LASSO2", n_sim), rep("RF_pred", n_sim))
write.csv(sim1_retention,"sim1_retention.csv", row.names = FALSE)

sim1_identification = data.frame(cbind(t(identification_lasso), t(identification_lasso2), t(identification_RF)))
colnames(sim1_identification) = c(rep("LASSO1", n_sim), rep("LASSO2", n_sim), rep("RF_pred", n_sim))
write.csv(sim1_identification,"sim1_identification.csv", row.names = FALSE)

sim1_prediction = data.frame(cbind(t(prediction_lasso), t(prediction_lasso2), t(prediction_RF)))
colnames(sim1_prediction) = c(rep("LASSO1", n_sim), rep("LASSO2", n_sim), rep("RF_pred", n_sim))
write.csv(sim1_prediction,"sim1_prediction.csv", row.names = FALSE)

end_time <- Sys.time()

cat("Duration for Number of Sims = ", n_sim, "is: ", end_time - start_time)

#--------------
# Retention Plot
#---------------
true_sparsity = sum(beta)# SUM as sparsity measure not correct if true beta not binary
plot(snr.vec, retention_frequency(retention_lasso, true_sparsity), main="Retention frequency lasso - conservative", col="blue", type = "b")
lines(snr.vec, retention_frequency(retention_lasso2, true_sparsity), main="Retention frequency lasso - optimal pred", col="green", type="b")
lines(snr.vec, retention_frequency(retention_RF, true_sparsity), main="Retention frequency VSURF - prediction", col="red", type="b")

#--------------
# Identification Plot
#---------------
true_sparsity = length(beta)# SUM as sparsity measure not correct if true beta not binary
plot(snr.vec, retention_frequency(identification_lasso, true_sparsity), main="Identification frequency lasso - conservative", col="blue", type="b", ylim=c(75,100))
points(snr.vec, retention_frequency(identification_lasso2, true_sparsity), main="Identification frequency lasso - optimal pred", col="green", type="b")
points(snr.vec, retention_frequency(identification_RF, true_sparsity), main="Identification frequency VSURF - prediction", col = "red", type="b")

#--------------
# Prediction Plot
#---------------
plot(snr.vec, error_rate(prediction_lasso), main="MSE lasso - conservative", col="blue", type="b")
points(snr.vec, error_rate(prediction_lasso2), main="MSE lasso - optimal pred", col="green", type="b")
points(snr.vec, error_rate(prediction_RF), main="MSE VSURF - prediction", col="red", type="b")

```







```{r}
#--------------------------------
# Simulation 2
#--------------------------------

start_time <- Sys.time()

# Number of simulations
n_sim = 30
# Signal-to-noise ratios 
snr.vec = exp(seq(log(0.05),log(6),length=10))
#beta vector
beta = beta_2(p=50,s=5)
#containers to store results
retention_lasso = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
retention_lasso2 = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
retention_RF = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value

identification_lasso = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
identification_lasso2 = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
identification_RF = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value

prediction_lasso = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
prediction_lasso2 = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
prediction_RF = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value

#Simulation
for (j in 1:length(snr.vec)){
    SNR = snr.vec[j]
    for (i in 1:n_sim){
        df <- simulate(n=100, p=50, rho=0.5, beta=beta, SNR = SNR)$df 
        res_lasso = cv.lasso(data=df, beta=beta)
        retention_lasso[i, j] = res_lasso$retention   
        identification_lasso[i, j] = res_lasso$identification
        prediction_lasso[i, j] = res_lasso$mse
        
        res_lasso2 = cv.lasso_2(data=df, beta=beta)
        retention_lasso2[i, j] = res_lasso2$retention   
        identification_lasso2[i, j] = res_lasso2$identification
        prediction_lasso2[i, j] = res_lasso2$mse
        
        res_RF = RF_VSURF(data=df, beta=beta)
        retention_RF[i, j] = res_RF$retention   
        identification_RF[i, j] = res_RF$identification
        prediction_RF[i, j] = res_RF$OOB_error
        
    }
}

#Saving results in dataframe
sim1_retention = data.frame(cbind(t(retention_lasso), t(retention_lasso2), t(retention_RF)))
colnames(sim1_retention) = c(rep("LASSO1", n_sim), rep("LASSO2", n_sim), rep("RF_pred", n_sim))
write.csv(sim1_retention,"sim2_retention.csv", row.names = FALSE)

sim1_identification = data.frame(cbind(t(identification_lasso), t(identification_lasso2), t(identification_RF)))
colnames(sim1_identification) = c(rep("LASSO1", n_sim), rep("LASSO2", n_sim), rep("RF_pred", n_sim))
write.csv(sim1_identification,"sim2_identification.csv", row.names = FALSE)

sim1_prediction = data.frame(cbind(t(prediction_lasso), t(prediction_lasso2), t(prediction_RF)))
colnames(sim1_prediction) = c(rep("LASSO1", n_sim), rep("LASSO2", n_sim), rep("RF_pred", n_sim))
write.csv(sim1_prediction,"sim2_prediction.csv", row.names = FALSE)

end_time <- Sys.time()

cat("Duration for Number of Sims = ", n_sim, "is: ", end_time - start_time)

#--------------
# Retention Plot
#---------------
true_sparsity = sum(beta)# SUM as sparsity measure not correct if true beta not binary
plot(snr.vec, retention_frequency(retention_lasso, true_sparsity), main="Retention frequency - Simulation 2", col="blue", type = "b")
lines(snr.vec, retention_frequency(retention_lasso2, true_sparsity), col="green", type="b")
lines(snr.vec, retention_frequency(retention_RF, true_sparsity), col="red", type="b")

#--------------
# Identification Plot
#---------------
true_sparsity = length(beta)# SUM as sparsity measure not correct if true beta not binary
plot(snr.vec, retention_frequency(identification_lasso, true_sparsity), main="Identification frequency - Simulation 2", col="blue", type="b", ylim=c(80,100))
points(snr.vec, retention_frequency(identification_lasso2, true_sparsity),  col="green", type="b")
points(snr.vec, retention_frequency(identification_RF, true_sparsity),  col = "red", type="b")

#--------------
# Prediction Plot
#---------------
plot(snr.vec, error_rate(prediction_lasso), main="MSE - Simulation 2", col="blue", type="b")
points(snr.vec, error_rate(prediction_lasso2),  col="green", type="b")
points(snr.vec, error_rate(prediction_RF), col="red", type="b")

```


```{r}
#--------------
# Retention Plot
#---------------
true_sparsity = sum(beta)# SUM as sparsity measure not correct if true beta not binary
plot(snr.vec, retention_frequency(retention_lasso, true_sparsity), main="Retention frequency - Simulation 2", col="blue", type = "b")
lines(snr.vec, retention_frequency(retention_lasso2, true_sparsity), col="green", type="b")
lines(snr.vec, retention_frequency(retention_RF, true_sparsity), col="red", type="b")

#--------------
# Identification Plot
#---------------
true_sparsity = length(beta)# SUM as sparsity measure not correct if true beta not binary
plot(snr.vec, retention_frequency(identification_lasso, true_sparsity), main="Identification frequency - Simulation 2", col="blue", type="b", ylim=c(80,100))
points(snr.vec, retention_frequency(identification_lasso2, true_sparsity),  col="green", type="b")
points(snr.vec, retention_frequency(identification_RF, true_sparsity),  col = "red", type="b")

#--------------
# Prediction Plot
#---------------
plot(snr.vec, error_rate(prediction_lasso), main="MSE - Simulation 2", col="blue", type="b")
points(snr.vec, error_rate(prediction_lasso2),  col="green", type="b")
points(snr.vec, error_rate(prediction_RF), col="red", type="b")
```



```{r}
#--------------------------------
# Simulation 2 - only LAssos
#--------------------------------

start_time <- Sys.time()

# Number of simulations
n_sim = 100
# Signal-to-noise ratios 
snr.vec = exp(seq(log(0.05),log(6),length=10))
#beta vector
beta = beta_1(p=50,s=5)
#containers to store results
retention_lasso = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
retention_lasso2 = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
retention_RF = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value

identification_lasso = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
identification_lasso2 = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
identification_RF = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value

prediction_lasso = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
prediction_lasso2 = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
prediction_RF = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value

#Simulation
for (j in 1:length(snr.vec)){
    SNR = snr.vec[j]
    for (i in 1:n_sim){
        df <- simulate(n=100, p=50, rho=0.5, beta=beta, SNR = SNR)$df 
        res_lasso = cv.lasso(data=df, beta=beta)
        retention_lasso[i, j] = res_lasso$retention   
        identification_lasso[i, j] = res_lasso$identification
        prediction_lasso[i, j] = res_lasso$mse
        
        res_lasso2 = cv.lasso_2(data=df, beta=beta)
        retention_lasso2[i, j] = res_lasso2$retention   
        identification_lasso2[i, j] = res_lasso2$identification
        prediction_lasso2[i, j] = res_lasso2$mse
        
        #res_RF = RF_VSURF(data=df, beta=beta)
        #retention_RF[i, j] = res_RF$retention   
        #identification_RF[i, j] = res_RF$identification
       # prediction_RF[i, j] = res_RF$OOB_error
        
    }
}

#Saving results in dataframe
sim1_retention = data.frame(cbind(t(retention_lasso), t(retention_lasso2), t(retention_RF)))
colnames(sim1_retention) = c(rep("LASSO1", n_sim), rep("LASSO2", n_sim), rep("RF_pred", n_sim))
write.csv(sim1_retention,"sim2_retention.csv", row.names = FALSE)

sim1_identification = data.frame(cbind(t(identification_lasso), t(identification_lasso2), t(identification_RF)))
colnames(sim1_identification) = c(rep("LASSO1", n_sim), rep("LASSO2", n_sim), rep("RF_pred", n_sim))
write.csv(sim1_identification,"sim2_identification.csv", row.names = FALSE)

sim1_prediction = data.frame(cbind(t(prediction_lasso), t(prediction_lasso2), t(prediction_RF)))
colnames(sim1_prediction) = c(rep("LASSO1", n_sim), rep("LASSO2", n_sim), rep("RF_pred", n_sim))
write.csv(sim1_prediction,"sim2_prediction.csv", row.names = FALSE)

end_time <- Sys.time()

cat("Duration for Number of Sims = ", n_sim, "is: ", end_time - start_time)

#--------------
# Retention Plot
#---------------
true_sparsity = sum(beta)# SUM as sparsity measure not correct if true beta not binary
plot(snr.vec, retention_frequency(retention_lasso, true_sparsity), main="Retention frequency - Simulation 2", col="blue", type = "b")
lines(snr.vec, retention_frequency(retention_lasso2, true_sparsity), col="green", type="b")
lines(snr.vec, retention_frequency(retention_RF, true_sparsity), col="red", type="b")

#--------------
# Identification Plot
#---------------
true_sparsity = length(beta)# SUM as sparsity measure not correct if true beta not binary
plot(snr.vec, retention_frequency(identification_lasso, true_sparsity), main="Identification frequency - Simulation 2", col="blue", type="b", ylim=c(80,100))
points(snr.vec, retention_frequency(identification_lasso2, true_sparsity),  col="green", type="b")
points(snr.vec, retention_frequency(identification_RF, true_sparsity),  col = "red", type="b")

#--------------
# Prediction Plot
#---------------
plot(snr.vec, error_rate(prediction_lasso), main="MSE - Simulation 2", col="blue", type="b")
points(snr.vec, error_rate(prediction_lasso2),  col="green", type="b")
points(snr.vec, error_rate(prediction_RF), col="red", type="b")
```

```{r}
#--------------------------------
# Simulation 3 - beta 3
#--------------------------------

start_time <- Sys.time()

# Number of simulations
n_sim = 15
# Signal-to-noise ratios 
snr.vec = exp(seq(log(0.05),log(6),length=10))
#beta vector
beta = beta_3(p=50,s=5, value=0.5)
#containers to store results
retention_lasso = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
retention_lasso2 = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
retention_RF = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value

identification_lasso = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
identification_lasso2 = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
identification_RF = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value

prediction_lasso = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
prediction_lasso2 = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
prediction_RF = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value

#Simulation
for (j in 1:length(snr.vec)){
    SNR = snr.vec[j]
    for (i in 1:n_sim){
        df <- simulate(n=100, p=50, rho=0.5, beta=beta, SNR = SNR)$df 
        res_lasso = cv.lasso(data=df, beta=beta)
        retention_lasso[i, j] = res_lasso$retention   
        identification_lasso[i, j] = res_lasso$identification
        prediction_lasso[i, j] = res_lasso$mse
        
        res_lasso2 = cv.lasso_2(data=df, beta=beta)
        retention_lasso2[i, j] = res_lasso2$retention   
        identification_lasso2[i, j] = res_lasso2$identification
        prediction_lasso2[i, j] = res_lasso2$mse
        
        res_RF = RF_VSURF(data=df, beta=beta)
        retention_RF[i, j] = res_RF$retention   
        identification_RF[i, j] = res_RF$identification
        prediction_RF[i, j] = res_RF$OOB_error
        
    }
}

#Saving results in dataframe
sim3_retention = data.frame(cbind(t(retention_lasso), t(retention_lasso2), t(retention_RF)))
colnames(sim3_retention) = c(rep("LASSO1", n_sim), rep("LASSO2", n_sim), rep("RF_pred", n_sim))
write.csv(sim3_retention,"sim3_retention.csv", row.names = FALSE)

sim3_identification = data.frame(cbind(t(identification_lasso), t(identification_lasso2), t(identification_RF)))
colnames(sim3_identification) = c(rep("LASSO1", n_sim), rep("LASSO2", n_sim), rep("RF_pred", n_sim))
write.csv(sim3_identification,"sim3_identification.csv", row.names = FALSE)

sim3_prediction = data.frame(cbind(t(prediction_lasso), t(prediction_lasso2), t(prediction_RF)))
colnames(sim3_prediction) = c(rep("LASSO1", n_sim), rep("LASSO2", n_sim), rep("RF_pred", n_sim))
write.csv(sim3_prediction,"sim3_prediction.csv", row.names = FALSE)

end_time <- Sys.time()

cat("Duration for Number of Sims = ", n_sim, "is: ", end_time - start_time)

#--------------
# Retention Plot
#---------------
true_sparsity = sum(beta)# SUM as sparsity measure not correct if true beta not binary
plot(snr.vec, retention_frequency(retention_lasso, true_sparsity), main="Retention frequency lasso - conservative", col="blue", type = "b")
lines(snr.vec, retention_frequency(retention_lasso2, true_sparsity), main="Retention frequency lasso - optimal pred", col="green", type="b")
lines(snr.vec, retention_frequency(retention_RF, true_sparsity), main="Retention frequency VSURF - prediction", col="red", type="b")

#--------------
# Identification Plot
#---------------
true_sparsity = length(beta)# SUM as sparsity measure not correct if true beta not binary
plot(snr.vec, retention_frequency(identification_lasso, true_sparsity), main="Identification frequency lasso - conservative", col="blue", type="b", ylim=c(75,100))
points(snr.vec, retention_frequency(identification_lasso2, true_sparsity), main="Identification frequency lasso - optimal pred", col="green", type="b")
points(snr.vec, retention_frequency(identification_RF, true_sparsity), main="Identification frequency VSURF - prediction", col = "red", type="b")

#--------------
# Prediction Plot
#---------------
plot(snr.vec, error_rate(prediction_lasso), main="MSE lasso - conservative", col="blue", type="b")
points(snr.vec, error_rate(prediction_lasso2), main="MSE lasso - optimal pred", col="green", type="b")
points(snr.vec, error_rate(prediction_RF), main="MSE VSURF - prediction", col="red", type="b")
```

```{r}
#--------------
# Retention Plot
#---------------
true_sparsity = sum(beta)# SUM as sparsity measure not correct if true beta not binary
plot(snr.vec, retention_frequency(retention_lasso, true_sparsity), main="Retention frequency lasso - conservative", col="blue", type = "b")
lines(snr.vec, retention_frequency(retention_lasso2, true_sparsity), main="Retention frequency lasso - optimal pred", col="green", type="b")
lines(snr.vec, retention_frequency(retention_RF, true_sparsity), main="Retention frequency VSURF - prediction", col="red", type="b")

#--------------
# Identification Plot
#---------------
true_sparsity = length(beta)# SUM as sparsity measure not correct if true beta not binary
plot(snr.vec, retention_frequency(identification_lasso, true_sparsity), main="Identification frequency lasso - conservative", col="blue", type="b", ylim=c(0,20))
points(snr.vec, retention_frequency(identification_lasso2, true_sparsity), main="Identification frequency lasso - optimal pred", col="green", type="b")
points(snr.vec, retention_frequency(identification_RF, true_sparsity), main="Identification frequency VSURF - prediction", col = "red", type="b")

#--------------
# Prediction Plot
#---------------
plot(snr.vec, error_rate(prediction_lasso), main="MSE lasso - conservative", col="blue", type="b")
points(snr.vec, error_rate(prediction_lasso2), main="MSE lasso - optimal pred", col="green", type="b")
points(snr.vec, error_rate(prediction_RF), main="MSE VSURF - prediction", col="red", type="b")
```

